{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package reuters to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package reuters is already up-to-date!\n", "[nltk_data] Downloading package stopwords to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package stopwords is already up-to-date!\n", "[nltk_data] Downloading package punkt to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package wordnet to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "b'abalone-17_vs_7-8-9-10'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9829 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.9786 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.9786 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.9744 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.9744 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.9744 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.9744 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.9744 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.9744 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.9744 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.9744 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.9744 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.9744 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.9757 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0026 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9091 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.8653 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.8653 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.4872 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.4872 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.4872 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.4872 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.4872 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.4872 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.4872 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.4872 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.4872 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.4872 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.5778 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.1658 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9829 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.9786 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.9786 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.9744 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.9744 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.9744 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.9744 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.9744 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.9744 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.9744 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.9744 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.9744 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.9744 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.9757 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0026 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7072 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.6239 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.6239 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.5 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.5 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.5 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.5 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.5 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.5 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.5 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.5 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.5 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.5 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.535 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0666 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9829 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.9786 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.9786 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.9744 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.9744 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.9744 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.9744 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.9744 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.9744 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.9744 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.9744 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.9744 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.9744 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.9757 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0026 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7734 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.6821 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.6821 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.4935 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.4935 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.4935 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.4935 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.4935 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.4935 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.4935 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.4935 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.4935 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.4935 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.544 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0946 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9829 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.9786 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.9786 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.9744 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.9744 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.9744 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.9744 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.9744 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.9744 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.9744 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.9744 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.9744 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.9744 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.9757 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0026 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7072 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.6239 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.6239 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.5 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.5 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.5 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.5 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.5 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.5 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.5 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.5 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.5 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.5 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.535 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0666 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.3622 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.2067 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.2067 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.0256 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.0256 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.0256 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.0256 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.0256 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.0256 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.0256 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.0256 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.0256 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.0256 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.0794 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.1043 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0171 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.0214 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.0214 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.0256 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.0256 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.0256 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.0256 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.0256 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.0256 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.0256 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.0256 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.0256 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.0256 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.0243 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.0026 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6448 | 0:00:02.104005 | 0:00:00.097995 | 0:00:02.104005 |\n", "| 3 | 0.4995 | 0:00:02.085001 | 0:00:00.106000 | 0:00:02.085001 |\n", "| 5 | 0.4995 | 0:00:02.014001 | 0:00:00.110998 | 0:00:02.014001 |\n", "| 7 | 0.0 | 0:00:02.179435 | 0:00:00.112004 | 0:00:02.179435 |\n", "| 9 | 0.0 | 0:00:02.405996 | 0:00:00.115002 | 0:00:02.405996 |\n", "| 11 | 0.0 | 0:00:02.286000 | 0:00:00.125999 | 0:00:02.286000 |\n", "| 13 | 0.0 | 0:00:02.166020 | 0:00:00.138036 | 0:00:02.166020 |\n", "| 15 | 0.0 | 0:00:02.345964 | 0:00:00.107999 | 0:00:02.345964 |\n", "| 17 | 0.0 | 0:00:02.166961 | 0:00:00.120000 | 0:00:02.166961 |\n", "| 19 | 0.0 | 0:00:02.234000 | 0:00:00.147000 | 0:00:02.234000 |\n", "| 21 | 0.0 | 0:00:02.117002 | 0:00:00.136998 | 0:00:02.117002 |\n", "| 23 | 0.0 | 0:00:02.365999 | 0:00:00.120000 | 0:00:02.365999 |\n", "| 25 | 0.0 | 0:00:02.222000 | 0:00:00.160002 | 0:00:02.222000 |\n", "| Average | 0.1264 | 0:00:02.207107 | 0:00:00.122926 | 0:00:01.165016 |\n", "| Std Dev. | 0.2332 | 0.11309239442801335 | 0.017236761713397067 | 1.0452253847121915 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9786 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.9765 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.9744 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.9744 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.9744 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.9744 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.9744 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.9744 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.9744 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.9744 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.9744 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.9744 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.9744 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.9749 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0012 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.8247 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.9882 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.4872 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.4872 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.4872 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.4872 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.4872 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.4872 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.4872 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.4872 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.4872 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.4872 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.4872 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.5517 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.1546 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9786 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.9765 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.9744 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.9744 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.9744 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.9744 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.9744 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.9744 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.9744 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.9744 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.9744 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.9744 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.9744 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.9749 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0012 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.6645 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.5417 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.5 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.5 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.5 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.5 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.5 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.5 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.5 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.5 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.5 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.5 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.5 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.5159 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0443 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9786 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.9765 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.9744 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.9744 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.9744 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.9744 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.9744 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.9744 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.9744 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.9744 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.9744 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.9744 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.9744 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.9749 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0012 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.7168 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.571 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.4935 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.4935 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.4935 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.4935 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.4935 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.4935 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.4935 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.4935 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.4935 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.4935 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.4935 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.5166 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0613 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9786 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.9765 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.9744 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.9744 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.9744 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.9744 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.9744 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.9744 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.9744 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.9744 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.9744 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.9744 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.9744 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.9749 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0012 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.6645 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.5417 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.5 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.5 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.5 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.5 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.5 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.5 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.5 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.5 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.5 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.5 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.5 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.5159 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0443 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.2393 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.1068 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.0256 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.0256 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.0256 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.0256 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.0256 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.0256 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.0256 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.0256 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.0256 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.0256 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.0256 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.0483 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0592 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.0214 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.0235 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.0256 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.0256 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.0256 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.0256 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.0256 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.0256 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.0256 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.0256 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.0256 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.0256 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.0256 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.0251 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.0012 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.5761 | 0:00:02.273000 | 0:00:00.119004 | 0:00:02.273000 |\n", "| 3 | 0.2887 | 0:00:02.391997 | 0:00:00.113002 | 0:00:02.391997 |\n", "| 5 | 0.0 | 0:00:02.522997 | 0:00:00.118003 | 0:00:02.522997 |\n", "| 7 | 0.0 | 0:00:02.524999 | 0:00:00.122001 | 0:00:02.524999 |\n", "| 9 | 0.0 | 0:00:02.377999 | 0:00:00.116999 | 0:00:02.377999 |\n", "| 11 | 0.0 | 0:00:02.497999 | 0:00:00.114003 | 0:00:02.497999 |\n", "| 13 | 0.0 | 0:00:02.451001 | 0:00:00.135001 | 0:00:02.451001 |\n", "| 15 | 0.0 | 0:00:02.483166 | 0:00:00.131001 | 0:00:02.483166 |\n", "| 17 | 0.0 | 0:00:03.211136 | 0:00:00.127035 | 0:00:03.211136 |\n", "| 19 | 0.0 | 0:00:02.820966 | 0:00:00.119999 | 0:00:02.820966 |\n", "| 21 | 0.0 | 0:00:02.818001 | 0:00:00.134002 | 0:00:02.818001 |\n", "| 23 | 0.0 | 0:00:02.976998 | 0:00:00.154000 | 0:00:02.976998 |\n", "| 25 | 0.0 | 0:00:02.921003 | 0:00:00.156997 | 0:00:02.921003 |\n", "| Average | 0.0665 | 0:00:02.636251 | 0:00:00.127773 | 0:00:01.382012 |\n", "| Std Dev. | 0.1659 | 0.27106803079109737 | 0.01368294057615356 | 1.2688373519683311 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9637 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.9679 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.9744 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.9765 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.9744 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.9744 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.9744 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.9744 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.9744 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.9744 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.9744 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.9744 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.9744 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.9732 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0033 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.6451 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.632 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.7392 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.9882 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.4872 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.4872 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.4872 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.4872 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.4872 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.4872 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.4872 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.4872 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.4872 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.5684 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.1454 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9637 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.9679 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.9744 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.9765 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.9744 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.9744 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.9744 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.9744 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.9744 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.9744 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.9744 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.9744 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.9744 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.9732 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0033 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.6568 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.5779 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.5811 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.5417 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.5 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.5 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.5 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.5 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.5 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.5 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.5 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.5 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.5 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.5275 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0473 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9637 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.9679 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.9744 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.9765 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.9744 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.9744 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.9744 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.9744 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.9744 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.9744 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.9744 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.9744 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.9744 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.9732 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0033 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.6507 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.5971 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.6185 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.571 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.4935 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.4935 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.4935 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.4935 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.4935 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.4935 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.4935 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.4935 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.4935 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.5291 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0558 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9637 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.9679 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.9744 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.9765 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.9744 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.9744 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.9744 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.9744 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.9744 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.9744 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.9744 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.9744 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.9744 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.9732 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0033 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.6568 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.5779 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.5811 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.5417 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.5 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.5 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.5 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.5 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.5 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.5 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.5 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.5 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.5 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.5275 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0473 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.1197 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.069 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.1047 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.1068 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.0256 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.0256 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.0256 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.0256 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.0256 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.0256 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.0256 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.0256 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.0256 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.0485 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0359 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.0363 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.0321 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.0256 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.0235 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.0256 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.0256 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.0256 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.0256 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.0256 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.0256 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.0256 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.0256 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.0256 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.0268 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.0033 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.5716 | 0:00:02.736000 | 0:00:00.143002 | 0:00:02.736000 |\n", "| 3 | 0.406 | 0:00:03.562153 | 0:00:00.226036 | 0:00:03.562153 |\n", "| 5 | 0.4074 | 0:00:03.655666 | 0:00:00.157999 | 0:00:03.655666 |\n", "| 7 | 0.2887 | 0:00:03.108000 | 0:00:00.186000 | 0:00:03.108000 |\n", "| 9 | 0.0 | 0:00:02.972003 | 0:00:00.128999 | 0:00:02.972003 |\n", "| 11 | 0.0 | 0:00:02.776000 | 0:00:00.132000 | 0:00:02.776000 |\n", "| 13 | 0.0 | 0:00:03.334125 | 0:00:00.168998 | 0:00:03.334125 |\n", "| 15 | 0.0 | 0:00:02.788058 | 0:00:00.124000 | 0:00:02.788058 |\n", "| 17 | 0.0 | 0:00:02.793002 | 0:00:00.152998 | 0:00:02.793002 |\n", "| 19 | 0.0 | 0:00:02.561688 | 0:00:00.158999 | 0:00:02.561688 |\n", "| 21 | 0.0 | 0:00:02.495009 | 0:00:00.130002 | 0:00:02.495009 |\n", "| 23 | 0.0 | 0:00:02.621998 | 0:00:00.135000 | 0:00:02.621998 |\n", "| 25 | 0.0 | 0:00:02.380000 | 0:00:00.132000 | 0:00:02.380000 |\n", "| Average | 0.1287 | 0:00:02.906439 | 0:00:00.152003 | 0:00:01.529221 |\n", "| Std Dev. | 0.201 | 0.38613088575916715 | 0.02770612804986563 | 1.4041587200646966 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9679 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.9807 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.9786 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.9764 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.9764 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.9743 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.9764 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.9764 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.9764 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.9764 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.9764 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.9764 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.9764 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.9761 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0028 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5725 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.8664 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.8236 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.7392 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.4882 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.4882 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.4882 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.4882 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.4882 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.4882 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.4882 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.4882 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.4882 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.5689 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.1362 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9679 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.9807 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.9786 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.9764 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.9764 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.9743 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.9764 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.9764 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.9764 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.9764 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.9764 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.9764 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.9764 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.9761 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0028 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.54 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.6353 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.5898 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.5444 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.5 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.4989 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.5 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.5 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.5 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.5 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.5 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.5 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.5 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.5237 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0417 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9679 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.9807 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.9786 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.9764 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.9764 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.9743 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.9764 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.9764 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.9764 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.9764 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.9764 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.9764 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.9764 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.9761 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0028 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5506 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.6951 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.6374 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.571 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.494 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.4935 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.494 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.494 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.494 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.494 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.494 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.494 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.494 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.5308 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0636 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9679 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.9807 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.9786 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.9764 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.9764 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.9743 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.9764 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.9764 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.9764 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.9764 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.9764 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.9764 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.9764 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.9761 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0028 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.54 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.6353 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.5898 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.5444 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.5 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.4989 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.5 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.5 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.5 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.5 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.5 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.5 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.5 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.5237 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0417 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0366 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.2217 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.1405 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.0669 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.0236 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.0236 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.0236 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.0236 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.0236 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.0236 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.0236 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.0236 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.0236 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.0521 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0584 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0321 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.0193 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.0214 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.0236 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.0236 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.0257 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.0236 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.0236 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.0236 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.0236 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.0236 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.0236 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.0236 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.0239 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.0028 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.2999 | 0:00:02.549001 | 0:00:00.113001 | 0:00:02.549001 |\n", "| 3 | 0.5217 | 0:00:02.394998 | 0:00:00.125001 | 0:00:02.394998 |\n", "| 5 | 0.4259 | 0:00:02.405001 | 0:00:00.117000 | 0:00:02.405001 |\n", "| 7 | 0.3012 | 0:00:02.232998 | 0:00:00.113000 | 0:00:02.232998 |\n", "| 9 | 0.0 | 0:00:02.627000 | 0:00:00.142998 | 0:00:02.627000 |\n", "| 11 | 0.0 | 0:00:02.516004 | 0:00:00.115032 | 0:00:02.516004 |\n", "| 13 | 0.0 | 0:00:02.430964 | 0:00:00.122000 | 0:00:02.430964 |\n", "| 15 | 0.0 | 0:00:02.514001 | 0:00:00.112999 | 0:00:02.514001 |\n", "| 17 | 0.0 | 0:00:02.450001 | 0:00:00.123002 | 0:00:02.450001 |\n", "| 19 | 0.0 | 0:00:02.631999 | 0:00:00.140000 | 0:00:02.631999 |\n", "| 21 | 0.0 | 0:00:03.071998 | 0:00:00.154001 | 0:00:03.071998 |\n", "| 23 | 0.0 | 0:00:02.899002 | 0:00:00.133998 | 0:00:02.899002 |\n", "| 25 | 0.0 | 0:00:02.622000 | 0:00:00.146000 | 0:00:02.622000 |\n", "| Average | 0.1191 | 0:00:02.564998 | 0:00:00.127541 | 0:00:01.346269 |\n", "| Std Dev. | 0.186 | 0.2114709120829529 | 0.013689960885530523 | 1.2279056802510382 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9636 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.9743 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.9764 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.9743 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.9743 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.9764 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.9764 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.9764 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.9764 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.9764 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.9764 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.9764 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.9764 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.975 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0034 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5516 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.6903 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.7392 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.4882 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.4882 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.4882 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.4882 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.4882 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.4882 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.4882 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.4882 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.4882 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.4882 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.5279 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.082 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9636 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.9743 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.9764 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.9743 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.9743 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.9764 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.9764 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.9764 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.9764 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.9764 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.9764 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.9764 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.9764 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.975 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0034 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5378 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.5876 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.5444 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.4989 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.4989 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.5 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.5 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.5 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.5 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.5 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.5 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.5 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.5 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.5129 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0262 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9636 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.9743 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.9764 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.9743 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.9743 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.9764 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.9764 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.9764 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.9764 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.9764 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.9764 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.9764 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.9764 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.975 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0034 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5433 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.6185 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.571 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.4935 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.4935 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.494 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.494 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.494 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.494 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.494 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.494 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.494 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.494 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.5132 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0383 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9636 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.9743 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.9764 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.9743 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.9743 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.9764 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.9764 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.9764 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.9764 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.9764 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.9764 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.9764 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.9764 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.975 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0034 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5378 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.5876 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.5444 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.4989 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.4989 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.5 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.5 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.5 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.5 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.5 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.5 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.5 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.5 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.5129 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0262 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0328 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.092 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.0669 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.0236 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.0236 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.0236 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.0236 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.0236 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.0236 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.0236 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.0236 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.0236 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.0236 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.0329 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0206 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0364 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.0257 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.0236 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.0257 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.0257 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.0236 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.0236 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.0236 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.0236 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.0236 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.0236 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.0236 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.0236 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.025 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.0034 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.2992 | 0:00:01.820998 | 0:00:00.118002 | 0:00:01.820998 |\n", "| 3 | 0.425 | 0:00:02.103001 | 0:00:00.141998 | 0:00:02.103001 |\n", "| 5 | 0.3012 | 0:00:01.811001 | 0:00:00.108002 | 0:00:01.811001 |\n", "| 7 | 0.0 | 0:00:01.871997 | 0:00:00.116999 | 0:00:01.871997 |\n", "| 9 | 0.0 | 0:00:01.796002 | 0:00:00.110999 | 0:00:01.796002 |\n", "| 11 | 0.0 | 0:00:02.082003 | 0:00:00.155997 | 0:00:02.082003 |\n", "| 13 | 0.0 | 0:00:01.902001 | 0:00:00.117000 | 0:00:01.902001 |\n", "| 15 | 0.0 | 0:00:01.918000 | 0:00:00.121000 | 0:00:01.918000 |\n", "| 17 | 0.0 | 0:00:01.743001 | 0:00:00.114001 | 0:00:01.743001 |\n", "| 19 | 0.0 | 0:00:02.162000 | 0:00:00.136997 | 0:00:02.162000 |\n", "| 21 | 0.0 | 0:00:01.976001 | 0:00:00.124001 | 0:00:01.976001 |\n", "| 23 | 0.0 | 0:00:01.831999 | 0:00:00.120000 | 0:00:01.831999 |\n", "| 25 | 0.0 | 0:00:01.834004 | 0:00:00.129996 | 0:00:01.834004 |\n", "| Average | 0.0789 | 0:00:01.911693 | 0:00:00.124230 | 0:00:01.017961 |\n", "| Std Dev. | 0.1468 | 0.12609390372675267 | 0.013114429538163943 | 0.8982158322189112 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9713 | 0.008 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.9756 | 0.0044 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.9765 | 0.0019 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.9752 | 0.001 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.9748 | 0.0008 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.9748 | 0.0008 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.9752 | 0.001 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.9752 | 0.001 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.9752 | 0.001 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.9752 | 0.001 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.9752 | 0.001 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.9752 | 0.001 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.9752 | 0.001 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.975 | 0.0019 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0011 | 0.002 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7006 | 0.1418 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.8084 | 0.1296 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.7309 | 0.1313 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.638 | 0.2004 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.4876 | 0.0005 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.4876 | 0.0005 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.4876 | 0.0005 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.4876 | 0.0005 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.4876 | 0.0005 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.4876 | 0.0005 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.4876 | 0.0005 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.4876 | 0.0005 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.4876 | 0.0005 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.5589 | 0.0467 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.1123 | 0.0712 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9713 | 0.008 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.9756 | 0.0044 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.9765 | 0.0019 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.9752 | 0.001 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.9748 | 0.0008 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.9748 | 0.0008 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.9752 | 0.001 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.9752 | 0.001 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.9752 | 0.001 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.9752 | 0.001 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.9752 | 0.001 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.9752 | 0.001 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.9752 | 0.001 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.975 | 0.0019 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0011 | 0.002 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6213 | 0.0694 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.5933 | 0.0336 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.5678 | 0.0423 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.517 | 0.0213 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.4998 | 0.0004 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.4998 | 0.0004 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.5 | 0.0 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.5 | 0.0 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.5 | 0.0 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.5 | 0.0 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.5 | 0.0 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.5 | 0.0 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.523 | 0.0129 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0406 | 0.0215 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9713 | 0.008 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.9756 | 0.0044 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.9765 | 0.0019 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.9752 | 0.001 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.9748 | 0.0008 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.9748 | 0.0008 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.9752 | 0.001 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.9752 | 0.001 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.9752 | 0.001 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.9752 | 0.001 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.9752 | 0.001 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.9752 | 0.001 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.9752 | 0.001 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.975 | 0.0019 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0011 | 0.002 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.647 | 0.0904 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.6327 | 0.0482 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.6005 | 0.0643 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.5245 | 0.0379 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.4936 | 0.0002 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.4936 | 0.0002 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.4937 | 0.0003 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.4937 | 0.0003 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.4937 | 0.0003 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.4937 | 0.0003 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.4937 | 0.0003 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.4937 | 0.0003 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.4937 | 0.0003 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.5268 | 0.0187 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0561 | 0.0298 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9713 | 0.008 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.9756 | 0.0044 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.9765 | 0.0019 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.9752 | 0.001 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.9748 | 0.0008 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.9748 | 0.0008 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.9752 | 0.001 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.9752 | 0.001 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.9752 | 0.001 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.9752 | 0.001 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.9752 | 0.001 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.9752 | 0.001 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.9752 | 0.001 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.975 | 0.0019 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0011 | 0.002 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6213 | 0.0694 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.5933 | 0.0336 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.5678 | 0.0423 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.517 | 0.0213 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.4998 | 0.0004 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.4998 | 0.0004 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.5 | 0.0 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.5 | 0.0 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.5 | 0.0 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.5 | 0.0 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.5 | 0.0 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.5 | 0.0 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.523 | 0.0129 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0406 | 0.0215 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1581 | 0.1266 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.1392 | 0.0626 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.1089 | 0.0621 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.0497 | 0.0329 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.0248 | 0.001 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.0248 | 0.001 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.0248 | 0.001 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.0248 | 0.001 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.0248 | 0.001 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.0248 | 0.001 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.0248 | 0.001 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.0248 | 0.001 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.0248 | 0.001 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.0522 | 0.0226 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.047 | 0.0375 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0287 | 0.008 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.0244 | 0.0044 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.0235 | 0.0019 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.0248 | 0.001 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.0252 | 0.0008 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.0252 | 0.0008 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.0248 | 0.001 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.0248 | 0.001 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.0248 | 0.001 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.0248 | 0.001 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.0248 | 0.001 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.0248 | 0.001 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.0248 | 0.001 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.025 | 0.0019 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.0011 | 0.002 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4783 | 0.1483 | 0:00:02.296601 | 0:00:00.118201 | 0:00:02.414801 |\n", "| 3 | 0.4282 | 0.0822 | 0:00:02.507430 | 0:00:00.142407 | 0:00:02.649837 |\n", "| 5 | 0.3268 | 0.1753 | 0:00:02.481733 | 0:00:00.122400 | 0:00:02.604133 |\n", "| 7 | 0.118 | 0.1445 | 0:00:02.383486 | 0:00:00.130001 | 0:00:02.513487 |\n", "| 9 | 0.0 | 0.0 | 0:00:02.435800 | 0:00:00.123000 | 0:00:02.558800 |\n", "| 11 | 0.0 | 0.0 | 0:00:02.431601 | 0:00:00.128606 | 0:00:02.560207 |\n", "| 13 | 0.0 | 0.0 | 0:00:02.456822 | 0:00:00.136207 | 0:00:02.593029 |\n", "| 15 | 0.0 | 0.0 | 0:00:02.409838 | 0:00:00.119400 | 0:00:02.529238 |\n", "| 17 | 0.0 | 0.0 | 0:00:02.472820 | 0:00:00.127407 | 0:00:02.600228 |\n", "| 19 | 0.0 | 0.0 | 0:00:02.482131 | 0:00:00.140599 | 0:00:02.622730 |\n", "| 21 | 0.0 | 0.0 | 0:00:02.495602 | 0:00:00.135801 | 0:00:02.631403 |\n", "| 23 | 0.0 | 0.0 | 0:00:02.539199 | 0:00:00.132599 | 0:00:02.671799 |\n", "| 25 | 0.0 | 0.0 | 0:00:02.395801 | 0:00:00.144999 | 0:00:02.540800 |\n", "| Average | 0.1039 | 0.0423 | 0:00:02.445297 | 0:00:00.130894 | 0:00:02.576192 |\n", "| Std Dev. | 0.1737 | 0.0662 | 0.061205582 | 0.0084435101 | 0.0652889742 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'abalone-21_vs_8'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9829 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.9829 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.9744 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.9744 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.9744 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.9744 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.9744 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.9744 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.9744 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.9744 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.9744 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.9744 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.9744 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.9757 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0031 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.9914 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.4872 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.4872 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.4872 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.4872 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.4872 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.4872 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.4872 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.4872 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.4872 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.4872 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.4872 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.5647 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.1819 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9829 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.9829 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.9744 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.9744 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.9744 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.9744 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.9744 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.9744 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.9744 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.9744 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.9744 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.9744 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.9744 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.9757 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0031 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6667 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.6667 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.5 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.5 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.5 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.5 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.5 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.5 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.5 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.5 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.5 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.5 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.5 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.5256 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0601 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9829 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.9829 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.9744 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.9744 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.9744 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.9744 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.9744 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.9744 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.9744 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.9744 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.9744 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.9744 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.9744 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.9757 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0031 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7457 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.7457 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.4935 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.4935 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.4935 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.4935 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.4935 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.4935 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.4935 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.4935 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.4935 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.4935 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.4935 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.5323 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.091 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9829 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.9829 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.9744 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.9744 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.9744 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.9744 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.9744 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.9744 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.9744 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.9744 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.9744 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.9744 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.9744 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.9757 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0031 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6667 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.6667 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.5 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.5 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.5 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.5 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.5 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.5 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.5 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.5 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.5 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.5 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.5 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.5256 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0601 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.3504 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.3504 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.0256 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.0256 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.0256 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.0256 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.0256 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.0256 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.0256 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.0256 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.0256 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.0256 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.0256 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.0756 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.1172 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0171 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.0171 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.0256 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.0256 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.0256 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.0256 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.0256 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.0256 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.0256 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.0256 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.0256 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.0256 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.0256 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.0243 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.0031 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5774 | 0:00:00.235999 | 0:00:00.024998 | 0:00:00.235999 |\n", "| 3 | 0.5774 | 0:00:00.276000 | 0:00:00.046001 | 0:00:00.276000 |\n", "| 5 | 0.0 | 0:00:00.244999 | 0:00:00.028002 | 0:00:00.244999 |\n", "| 7 | 0.0 | 0:00:00.255999 | 0:00:00.028999 | 0:00:00.255999 |\n", "| 9 | 0.0 | 0:00:00.265999 | 0:00:00.031000 | 0:00:00.265999 |\n", "| 11 | 0.0 | 0:00:00.257001 | 0:00:00.038002 | 0:00:00.257001 |\n", "| 13 | 0.0 | 0:00:00.297998 | 0:00:00.045000 | 0:00:00.297998 |\n", "| 15 | 0.0 | 0:00:00.301000 | 0:00:00.028001 | 0:00:00.301000 |\n", "| 17 | 0.0 | 0:00:00.255999 | 0:00:00.030001 | 0:00:00.255999 |\n", "| 19 | 0.0 | 0:00:00.271000 | 0:00:00.031003 | 0:00:00.271000 |\n", "| 21 | 0.0 | 0:00:00.298996 | 0:00:00.040001 | 0:00:00.298996 |\n", "| 23 | 0.0 | 0:00:00.305001 | 0:00:00.043000 | 0:00:00.305001 |\n", "| 25 | 0.0 | 0:00:00.331998 | 0:00:00.042001 | 0:00:00.331998 |\n", "| Average | 0.0888 | 0:00:00.276768 | 0:00:00.035078 | 0:00:00.155923 |\n", "| Std Dev. | 0.2083 | 0.026967420424444312 | 0.007119603481606349 | 0.12244422048878938 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9828 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.9828 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.9741 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.9741 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.9741 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.9741 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.9741 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.9741 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.9741 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.9741 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.9741 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.9741 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.9741 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.9755 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0031 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9913 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.9913 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.4871 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.4871 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.4871 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.4871 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.4871 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.4871 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.4871 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.4871 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.4871 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.4871 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.4871 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.5646 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.1819 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9828 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.9828 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.9741 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.9741 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.9741 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.9741 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.9741 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.9741 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.9741 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.9741 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.9741 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.9741 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.9741 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.9755 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0031 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6667 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.6667 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.5 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.5 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.5 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.5 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.5 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.5 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.5 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.5 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.5 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.5 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.5 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.5256 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0601 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9828 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.9828 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.9741 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.9741 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.9741 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.9741 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.9741 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.9741 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.9741 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.9741 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.9741 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.9741 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.9741 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.9755 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0031 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7456 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.7456 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.4934 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.4934 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.4934 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.4934 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.4934 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.4934 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.4934 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.4934 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.4934 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.4934 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.4934 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.5322 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.091 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9828 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.9828 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.9741 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.9741 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.9741 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.9741 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.9741 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.9741 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.9741 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.9741 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.9741 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.9741 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.9741 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.9755 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0031 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6667 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.6667 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.5 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.5 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.5 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.5 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.5 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.5 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.5 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.5 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.5 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.5 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.5 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.5256 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0601 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.3506 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.3506 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.0259 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.0259 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.0259 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.0259 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.0259 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.0259 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.0259 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.0259 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.0259 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.0259 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.0259 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.0758 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.1172 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0172 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.0172 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.0259 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.0259 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.0259 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.0259 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.0259 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.0259 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.0259 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.0259 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.0259 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.0259 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.0259 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.0245 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.0031 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5774 | 0:00:00.292001 | 0:00:00.031000 | 0:00:00.292001 |\n", "| 3 | 0.5774 | 0:00:00.322000 | 0:00:00.026000 | 0:00:00.322000 |\n", "| 5 | 0.0 | 0:00:00.303000 | 0:00:00.027001 | 0:00:00.303000 |\n", "| 7 | 0.0 | 0:00:00.259001 | 0:00:00.028999 | 0:00:00.259001 |\n", "| 9 | 0.0 | 0:00:00.247998 | 0:00:00.026000 | 0:00:00.247998 |\n", "| 11 | 0.0 | 0:00:00.284000 | 0:00:00.038002 | 0:00:00.284000 |\n", "| 13 | 0.0 | 0:00:00.273999 | 0:00:00.032000 | 0:00:00.273999 |\n", "| 15 | 0.0 | 0:00:00.296000 | 0:00:00.045003 | 0:00:00.296000 |\n", "| 17 | 0.0 | 0:00:00.300000 | 0:00:00.036997 | 0:00:00.300000 |\n", "| 19 | 0.0 | 0:00:00.325001 | 0:00:00.031000 | 0:00:00.325001 |\n", "| 21 | 0.0 | 0:00:00.328998 | 0:00:00.037002 | 0:00:00.328998 |\n", "| 23 | 0.0 | 0:00:00.386000 | 0:00:00.039003 | 0:00:00.386000 |\n", "| 25 | 0.0 | 0:00:00.276999 | 0:00:00.046997 | 0:00:00.276999 |\n", "| Average | 0.0888 | 0:00:00.299615 | 0:00:00.034231 | 0:00:00.166923 |\n", "| Std Dev. | 0.2083 | 0.03428286973397374 | 0.006635217440914502 | 0.13496977192614487 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.9914 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.9741 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.9741 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.9741 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.9741 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.9741 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.9741 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.9741 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.9741 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.9741 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.9741 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.9741 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.9768 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.0062 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9956 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.9956 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.4871 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.4871 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.4871 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.4871 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.4871 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.4871 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.4871 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.4871 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.4871 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.4871 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.4871 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.5653 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.1835 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.9914 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.9741 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.9741 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.9741 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.9741 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.9741 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.9741 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.9741 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.9741 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.9741 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.9741 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.9741 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.9768 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.0062 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.8333 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.5 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.5 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.5 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.5 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.5 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.5 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.5 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.5 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.5 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.5 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.5 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.5513 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.1203 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.9914 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.9741 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.9741 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.9741 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.9741 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.9741 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.9741 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.9741 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.9741 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.9741 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.9741 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.9741 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.9768 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.0062 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8978 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.8978 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.4934 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.4934 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.4934 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.4934 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.4934 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.4934 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.4934 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.4934 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.4934 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.4934 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.4934 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.5557 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.1459 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.9914 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.9741 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.9741 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.9741 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.9741 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.9741 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.9741 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.9741 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.9741 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.9741 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.9741 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.9741 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.9768 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.0062 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.8333 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.5 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.5 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.5 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.5 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.5 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.5 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.5 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.5 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.5 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.5 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.5 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.5513 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.1203 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6753 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.6753 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.0259 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.0259 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.0259 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.0259 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.0259 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.0259 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.0259 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.0259 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.0259 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.0259 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.0259 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.1258 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.2343 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0086 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.0086 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.0259 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.0259 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.0259 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.0259 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.0259 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.0259 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.0259 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.0259 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.0259 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.0259 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.0259 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.0232 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.0062 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8165 | 0:00:00.280003 | 0:00:00.030997 | 0:00:00.280003 |\n", "| 3 | 0.8165 | 0:00:00.309004 | 0:00:00.028000 | 0:00:00.309004 |\n", "| 5 | 0.0 | 0:00:00.303999 | 0:00:00.036998 | 0:00:00.303999 |\n", "| 7 | 0.0 | 0:00:00.284002 | 0:00:00.035999 | 0:00:00.284002 |\n", "| 9 | 0.0 | 0:00:00.343999 | 0:00:00.039999 | 0:00:00.343999 |\n", "| 11 | 0.0 | 0:00:00.401000 | 0:00:00.032001 | 0:00:00.401000 |\n", "| 13 | 0.0 | 0:00:00.308998 | 0:00:00.031003 | 0:00:00.308998 |\n", "| 15 | 0.0 | 0:00:00.341001 | 0:00:00.037997 | 0:00:00.341001 |\n", "| 17 | 0.0 | 0:00:00.322000 | 0:00:00.033002 | 0:00:00.322000 |\n", "| 19 | 0.0 | 0:00:00.333998 | 0:00:00.033002 | 0:00:00.333998 |\n", "| 21 | 0.0 | 0:00:00.314001 | 0:00:00.030000 | 0:00:00.314001 |\n", "| 23 | 0.0 | 0:00:00.308001 | 0:00:00.033998 | 0:00:00.308001 |\n", "| 25 | 0.0 | 0:00:00.317999 | 0:00:00.038001 | 0:00:00.317999 |\n", "| Average | 0.1256 | 0:00:00.320616 | 0:00:00.033923 | 0:00:00.177269 |\n", "| Std Dev. | 0.2946 | 0.029548698630465595 | 0.003473694102750994 | 0.14488204818279288 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.9828 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.9741 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.9741 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.9741 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.9741 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.9741 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.9741 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.9741 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.9741 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.9741 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.9741 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.9741 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.9761 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.005 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9956 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.9913 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.4871 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.4871 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.4871 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.4871 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.4871 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.4871 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.4871 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.4871 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.4871 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.4871 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.4871 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.565 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.1827 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.9828 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.9741 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.9741 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.9741 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.9741 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.9741 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.9741 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.9741 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.9741 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.9741 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.9741 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.9741 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.9761 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.005 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.6667 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.5 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.5 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.5 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.5 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.5 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.5 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.5 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.5 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.5 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.5 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.5 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.5385 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.0959 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.9828 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.9741 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.9741 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.9741 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.9741 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.9741 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.9741 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.9741 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.9741 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.9741 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.9741 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.9741 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.9761 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.005 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8978 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.7456 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.4934 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.4934 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.4934 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.4934 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.4934 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.4934 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.4934 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.4934 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.4934 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.4934 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.4934 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.544 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.1221 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9914 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.9828 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.9741 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.9741 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.9741 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.9741 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.9741 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.9741 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.9741 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.9741 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.9741 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.9741 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.9741 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.9761 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.005 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.6667 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.5 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.5 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.5 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.5 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.5 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.5 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.5 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.5 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.5 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.5 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.5 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.5385 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.0959 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6753 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.3506 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.0259 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.0259 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.0259 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.0259 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.0259 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.0259 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.0259 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.0259 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.0259 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.0259 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.0259 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.1008 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.1869 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0086 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.0172 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.0259 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.0259 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.0259 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.0259 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.0259 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.0259 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.0259 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.0259 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.0259 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.0259 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.0259 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.0239 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.005 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8165 | 0:00:00.239999 | 0:00:00.032998 | 0:00:00.239999 |\n", "| 3 | 0.5774 | 0:00:00.244001 | 0:00:00.026002 | 0:00:00.244001 |\n", "| 5 | 0.0 | 0:00:00.263999 | 0:00:00.026997 | 0:00:00.263999 |\n", "| 7 | 0.0 | 0:00:00.276000 | 0:00:00.026000 | 0:00:00.276000 |\n", "| 9 | 0.0 | 0:00:00.286004 | 0:00:00.026998 | 0:00:00.286004 |\n", "| 11 | 0.0 | 0:00:00.270999 | 0:00:00.029002 | 0:00:00.270999 |\n", "| 13 | 0.0 | 0:00:00.255997 | 0:00:00.030000 | 0:00:00.255997 |\n", "| 15 | 0.0 | 0:00:00.245999 | 0:00:00.038000 | 0:00:00.245999 |\n", "| 17 | 0.0 | 0:00:00.304000 | 0:00:00.028001 | 0:00:00.304000 |\n", "| 19 | 0.0 | 0:00:00.260000 | 0:00:00.034999 | 0:00:00.260000 |\n", "| 21 | 0.0 | 0:00:00.302003 | 0:00:00.030998 | 0:00:00.302003 |\n", "| 23 | 0.0 | 0:00:00.275000 | 0:00:00.032000 | 0:00:00.275000 |\n", "| 25 | 0.0 | 0:00:00.263001 | 0:00:00.035000 | 0:00:00.263001 |\n", "| Average | 0.1072 | 0:00:00.268231 | 0:00:00.030538 | 0:00:00.149385 |\n", "| Std Dev. | 0.2558 | 0.01959339551389855 | 0.0037128525808239397 | 0.11968019382378098 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9655 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.9828 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.9828 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.9828 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.9828 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.9828 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.9828 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.9828 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.9828 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.9828 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.9828 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.9828 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.9828 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.9814 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0046 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4912 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.4914 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.4914 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.4914 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.4914 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.4914 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.4914 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.4914 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.4914 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.4914 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.4914 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.4914 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.4914 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.4914 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9655 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.9828 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.9828 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.9828 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.9828 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.9828 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.9828 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.9828 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.9828 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.9828 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.9828 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.9828 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.9828 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.9814 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0046 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4912 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.5 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.5 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.5 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.5 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.5 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.5 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.5 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.5 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.5 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.5 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.5 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.5 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.4993 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0023 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9655 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.9828 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.9828 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.9828 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.9828 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.9828 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.9828 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.9828 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.9828 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.9828 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.9828 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.9828 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.9828 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.9814 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0046 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4912 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.4957 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.4957 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.4957 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.4957 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.4957 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.4957 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.4957 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.4957 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.4957 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.4957 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.4957 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.4957 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.4953 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0012 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9655 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.9828 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.9828 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.9828 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.9828 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.9828 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.9828 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.9828 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.9828 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.9828 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.9828 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.9828 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.9828 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.9814 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0046 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4912 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.5 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.5 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.5 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.5 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.5 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.5 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.5 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.5 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.5 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.5 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.5 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.5 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.4993 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0023 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0172 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.0172 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.0172 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.0172 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.0172 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.0172 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.0172 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.0172 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.0172 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.0172 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.0172 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.0172 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.0172 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.0172 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0345 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.0172 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.0172 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.0172 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.0172 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.0172 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.0172 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.0172 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.0172 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.0172 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.0172 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.0172 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.0172 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.0186 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0046 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.259999 | 0:00:00.025000 | 0:00:00.259999 |\n", "| 3 | 0.0 | 0:00:00.269000 | 0:00:00.025000 | 0:00:00.269000 |\n", "| 5 | 0.0 | 0:00:00.326001 | 0:00:00.038000 | 0:00:00.326001 |\n", "| 7 | 0.0 | 0:00:00.246001 | 0:00:00.027000 | 0:00:00.246001 |\n", "| 9 | 0.0 | 0:00:00.255001 | 0:00:00.029999 | 0:00:00.255001 |\n", "| 11 | 0.0 | 0:00:00.255000 | 0:00:00.031003 | 0:00:00.255000 |\n", "| 13 | 0.0 | 0:00:00.309000 | 0:00:00.038997 | 0:00:00.309000 |\n", "| 15 | 0.0 | 0:00:00.331002 | 0:00:00.030001 | 0:00:00.331002 |\n", "| 17 | 0.0 | 0:00:00.309998 | 0:00:00.029000 | 0:00:00.309998 |\n", "| 19 | 0.0 | 0:00:00.288000 | 0:00:00.045004 | 0:00:00.288000 |\n", "| 21 | 0.0 | 0:00:00.302000 | 0:00:00.036000 | 0:00:00.302000 |\n", "| 23 | 0.0 | 0:00:00.318997 | 0:00:00.035003 | 0:00:00.318997 |\n", "| 25 | 0.0 | 0:00:00.264001 | 0:00:00.029996 | 0:00:00.264001 |\n", "| Average | 0.0 | 0:00:00.287231 | 0:00:00.032308 | 0:00:00.159769 |\n", "| Std Dev. | 0.0 | 0.029128470037277976 | 0.005703280698247783 | 0.12917783191471088 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9828 | 0.0094 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.9845 | 0.0034 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.9759 | 0.0034 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.9759 | 0.0034 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.9759 | 0.0034 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.9759 | 0.0034 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.9759 | 0.0034 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.9759 | 0.0034 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.9759 | 0.0034 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.9759 | 0.0034 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.9759 | 0.0034 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.9759 | 0.0034 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.9759 | 0.0034 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.9771 | 0.0039 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.893 | 0.2009 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.8922 | 0.2004 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.488 | 0.0017 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.488 | 0.0017 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.488 | 0.0017 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.488 | 0.0017 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.488 | 0.0017 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.488 | 0.0017 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.488 | 0.0017 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.488 | 0.0017 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.488 | 0.0017 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.488 | 0.0017 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.488 | 0.0017 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.5502 | 0.0323 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.146 | 0.0718 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9828 | 0.0094 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.9845 | 0.0034 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.9759 | 0.0034 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.9759 | 0.0034 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.9759 | 0.0034 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.9759 | 0.0034 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.9759 | 0.0034 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.9759 | 0.0034 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.9759 | 0.0034 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.9759 | 0.0034 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.9759 | 0.0034 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.9759 | 0.0034 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.9759 | 0.0034 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.9771 | 0.0039 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6982 | 0.1276 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.6667 | 0.1054 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.5281 | 0.0179 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0661 | 0.0423 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9828 | 0.0094 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.9845 | 0.0034 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.9759 | 0.0034 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.9759 | 0.0034 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.9759 | 0.0034 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.9759 | 0.0034 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.9759 | 0.0034 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.9759 | 0.0034 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.9759 | 0.0034 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.9759 | 0.0034 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.9759 | 0.0034 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.9759 | 0.0034 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.9759 | 0.0034 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.9771 | 0.0039 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7556 | 0.1487 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.7261 | 0.1294 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.4939 | 0.0009 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.4939 | 0.0009 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.4939 | 0.0009 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.4939 | 0.0009 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.4939 | 0.0009 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.4939 | 0.0009 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.4939 | 0.0009 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.4939 | 0.0009 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.4939 | 0.0009 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.4939 | 0.0009 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.4939 | 0.0009 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.5319 | 0.0221 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0893 | 0.05 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9828 | 0.0094 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.9845 | 0.0034 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.9759 | 0.0034 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.9759 | 0.0034 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.9759 | 0.0034 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.9759 | 0.0034 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.9759 | 0.0034 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.9759 | 0.0034 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.9759 | 0.0034 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.9759 | 0.0034 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.9759 | 0.0034 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.9759 | 0.0034 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.9759 | 0.0034 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.9771 | 0.0039 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6982 | 0.1276 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.6667 | 0.1054 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.5281 | 0.0179 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0661 | 0.0423 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4138 | 0.2458 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.3488 | 0.2081 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.0241 | 0.0034 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.0241 | 0.0034 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.0241 | 0.0034 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.0241 | 0.0034 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.0241 | 0.0034 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.0241 | 0.0034 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.0241 | 0.0034 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.0241 | 0.0034 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.0241 | 0.0034 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.0241 | 0.0034 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.0241 | 0.0034 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.079 | 0.0378 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.1295 | 0.081 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0172 | 0.0094 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.0155 | 0.0034 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.0241 | 0.0034 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.0241 | 0.0034 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.0241 | 0.0034 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.0241 | 0.0034 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.0241 | 0.0034 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.0241 | 0.0034 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.0241 | 0.0034 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.0241 | 0.0034 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.0241 | 0.0034 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.0241 | 0.0034 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.0241 | 0.0034 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.0229 | 0.0039 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5575 | 0.2986 | 0:00:00.261600 | 0:00:00.028999 | 0:00:00.290599 |\n", "| 3 | 0.5097 | 0.2712 | 0:00:00.284001 | 0:00:00.030201 | 0:00:00.314202 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.288399 | 0:00:00.031399 | 0:00:00.319799 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.264201 | 0:00:00.029399 | 0:00:00.293600 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.279800 | 0:00:00.030799 | 0:00:00.310599 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.293600 | 0:00:00.033602 | 0:00:00.327202 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.289198 | 0:00:00.035400 | 0:00:00.324598 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.303000 | 0:00:00.035800 | 0:00:00.338801 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.298399 | 0:00:00.031400 | 0:00:00.329799 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.295600 | 0:00:00.035002 | 0:00:00.330601 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.309199 | 0:00:00.034800 | 0:00:00.343999 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.318600 | 0:00:00.036601 | 0:00:00.355200 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.290800 | 0:00:00.038399 | 0:00:00.329199 |\n", "| Average | 0.0821 | 0.0438 | 0:00:00.290492 | 0:00:00.033215 | 0:00:00.323708 |\n", "| Std Dev. | 0.1928 | 0.1029 | 0.0154005425 | 0.0029021751 | 0.017626988 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'abalone9-18'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9932 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.9796 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.9796 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.9728 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.966 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.9592 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.9456 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.9456 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.9456 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.9456 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.9456 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.9456 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.9456 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.9592 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.0164 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9964 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.9894 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.9894 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.9859 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.9825 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.9792 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.9726 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.9726 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.9726 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.9726 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.9726 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.9726 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.9726 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.9793 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.0081 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9932 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.9796 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.9796 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.9728 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.966 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.9592 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.9456 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.9456 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.9456 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.9456 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.9456 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.9456 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.9456 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.9592 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.0164 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9444 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.8333 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.8333 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.7778 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.7222 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.6667 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.5556 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.5556 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.5556 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.5556 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.5556 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.5556 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.5556 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.6667 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.1343 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9932 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.9796 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.9796 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.9728 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.966 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.9592 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.9456 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.9456 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.9456 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.9456 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.9456 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.9456 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.9456 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.9592 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.0164 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9688 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.8946 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.8946 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.85 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.7988 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.7394 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.5859 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.5859 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.5859 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.5859 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.5859 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.5859 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.5859 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.7114 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.1444 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9932 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.9796 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.9796 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.9728 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.966 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.9592 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.9456 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.9456 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.9456 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.9456 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.9456 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.9456 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.9456 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.9592 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.0164 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9444 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.8333 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.8333 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.7778 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.7222 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.6667 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.5556 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.5556 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.5556 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.5556 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.5556 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.5556 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.5556 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.6667 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.1343 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.8957 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.6871 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.6871 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.5828 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.4785 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.3741 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.1655 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.1655 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.1655 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.1655 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.1655 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.1655 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.1655 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.3741 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.2522 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.0068 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.0204 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.0204 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.0272 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.034 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.0408 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.0544 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.0544 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.0544 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.0544 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.0544 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.0544 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.0544 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.0408 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.0164 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.9428 | 0:00:00.257002 | 0:00:00.032998 | 0:00:00.257002 |\n", "| 3 | 0.8165 | 0:00:00.303004 | 0:00:00.036999 | 0:00:00.303004 |\n", "| 5 | 0.8165 | 0:00:00.306997 | 0:00:00.037000 | 0:00:00.306997 |\n", "| 7 | 0.7454 | 0:00:00.283000 | 0:00:00.034001 | 0:00:00.283000 |\n", "| 9 | 0.6667 | 0:00:00.295003 | 0:00:00.034999 | 0:00:00.295003 |\n", "| 11 | 0.5774 | 0:00:00.291001 | 0:00:00.037998 | 0:00:00.291001 |\n", "| 13 | 0.3333 | 0:00:00.297999 | 0:00:00.039003 | 0:00:00.297999 |\n", "| 15 | 0.3333 | 0:00:00.299999 | 0:00:00.036001 | 0:00:00.299999 |\n", "| 17 | 0.3333 | 0:00:00.290997 | 0:00:00.040000 | 0:00:00.290997 |\n", "| 19 | 0.3333 | 0:00:00.330025 | 0:00:00.047003 | 0:00:00.330025 |\n", "| 21 | 0.3333 | 0:00:00.372030 | 0:00:00.038000 | 0:00:00.372030 |\n", "| 23 | 0.3333 | 0:00:00.296419 | 0:00:00.047000 | 0:00:00.296419 |\n", "| 25 | 0.3333 | 0:00:00.334661 | 0:00:00.045000 | 0:00:00.334661 |\n", "| Average | 0.5307 | 0:00:00.304472 | 0:00:00.038923 | 0:00:00.171698 |\n", "| Std Dev. | 0.2275 | 0.026934192607985203 | 0.00448075110410639 | 0.13417085042385263 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+--------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+--------------------+---------------------+\n", "| 1 | 0.9178 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.9452 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.9452 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.9452 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.9384 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.9384 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.9384 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.9384 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.9384 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.9384 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.9384 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.9384 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.9384 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.9384 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0066 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+----------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| 1 | 0.6177 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.9724 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.9724 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.9724 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.4692 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.4692 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.4692 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.4692 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.4692 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.4692 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.4692 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.4692 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.4692 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.5967 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.2094 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| 1 | 0.9178 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.9452 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.9452 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.9452 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.9384 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.9384 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.9384 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.9384 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.9384 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.9384 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.9384 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.9384 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.9384 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.9384 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0066 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 1 | 0.5929 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.5556 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.5556 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.5556 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.5 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.5 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.5 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.5 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.5 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.5 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.5 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.5 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.5 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.52 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0313 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+--------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+--------------------+---------------------+\n", "| 1 | 0.9178 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.9452 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.9452 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.9452 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.9384 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.9384 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.9384 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.9384 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.9384 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.9384 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.9384 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.9384 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.9384 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.9384 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0066 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+--------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| 1 | 0.6033 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.5858 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.5858 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.5858 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.4841 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.4841 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.4841 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.4841 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.4841 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.4841 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.4841 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.4841 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.4841 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.5167 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0491 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| 1 | 0.9178 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.9452 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.9452 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.9452 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.9384 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.9384 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.9384 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.9384 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.9384 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.9384 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.9384 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.9384 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.9384 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.9384 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0066 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 1 | 0.5929 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.5556 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.5556 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.5556 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.5 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.5 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.5 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.5 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.5 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.5 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.5 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.5 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.5 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.52 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0313 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+--------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+--------------------+---------------------+\n", "| 1 | 0.1114 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.1659 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.1659 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.1659 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.0616 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.0616 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.0616 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.0616 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.0616 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.0616 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.0616 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.0616 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.0616 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.0895 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0438 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+-----------------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 1 | 0.0822 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.0548 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.0548 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.0548 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.0616 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.0616 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.0616 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.0616 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.0616 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.0616 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.0616 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.0616 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.0616 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.0616 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.0066 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 1 | 0.4627 | 0:00:00.302998 | 0:00:00.031002 | 0:00:00.302998 |\n", "| 3 | 0.3333 | 0:00:00.273999 | 0:00:00.036000 | 0:00:00.273999 |\n", "| 5 | 0.3333 | 0:00:00.278000 | 0:00:00.034008 | 0:00:00.278000 |\n", "| 7 | 0.3333 | 0:00:00.312993 | 0:00:00.060000 | 0:00:00.312993 |\n", "| 9 | 0.0 | 0:00:00.291997 | 0:00:00.034000 | 0:00:00.291997 |\n", "| 11 | 0.0 | 0:00:00.287001 | 0:00:00.036001 | 0:00:00.287001 |\n", "| 13 | 0.0 | 0:00:00.308000 | 0:00:00.035999 | 0:00:00.308000 |\n", "| 15 | 0.0 | 0:00:00.320001 | 0:00:00.039998 | 0:00:00.320001 |\n", "| 17 | 0.0 | 0:00:00.279001 | 0:00:00.035998 | 0:00:00.279001 |\n", "| 19 | 0.0 | 0:00:00.297001 | 0:00:00.036999 | 0:00:00.297001 |\n", "| 21 | 0.0 | 0:00:00.300001 | 0:00:00.037999 | 0:00:00.300001 |\n", "| 23 | 0.0 | 0:00:00.357001 | 0:00:00.041001 | 0:00:00.357001 |\n", "| 25 | 0.0 | 0:00:00.435001 | 0:00:00.040998 | 0:00:00.435001 |\n", "| Average | 0.1125 | 0:00:00.311000 | 0:00:00.038462 | 0:00:00.174731 |\n", "| Std Dev. | 0.1716 | 0.04149729535104621 | 0.0067999799331046 | 0.13947527819111558 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9315 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.9521 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.9521 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.9452 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.9452 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.9452 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.9452 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.9452 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.9452 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.9452 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.9452 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.9452 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.9452 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.9452 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0047 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6004 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.9759 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.9759 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.4726 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.4726 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.4726 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.4726 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.4726 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.4726 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.4726 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.4726 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.4726 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.4726 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.5599 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.1806 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9315 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.9521 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.9521 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.9452 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.9452 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.9452 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.9452 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.9452 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.9452 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.9452 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.9452 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.9452 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.9452 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.9452 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0047 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5516 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.5625 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.5625 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.5 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.5 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.5 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.5 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.5 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.5 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.5 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.5 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.5 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.5 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.5136 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0249 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9315 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.9521 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.9521 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.9452 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.9452 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.9452 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.9452 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.9452 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.9452 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.9452 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.9452 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.9452 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.9452 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.9452 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0047 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5655 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.5987 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.5987 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.4859 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.4859 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.4859 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.4859 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.4859 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.4859 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.4859 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.4859 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.4859 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.4859 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.5094 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0435 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9315 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.9521 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.9521 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.9452 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.9452 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.9452 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.9452 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.9452 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.9452 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.9452 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.9452 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.9452 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.9452 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.9452 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0047 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5516 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.5625 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.5625 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.5 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.5 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.5 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.5 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.5 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.5 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.5 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.5 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.5 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.5 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.5136 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0249 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0792 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.1729 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.1729 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.0548 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.0548 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.0548 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.0548 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.0548 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.0548 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.0548 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.0548 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.0548 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.0548 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.0748 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0423 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0685 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.0479 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.0479 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.0548 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.0548 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.0548 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.0548 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.0548 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.0548 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.0548 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.0548 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.0548 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.0548 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.0548 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.0047 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.3497 | 0:00:00.277999 | 0:00:00.031001 | 0:00:00.277999 |\n", "| 3 | 0.3536 | 0:00:00.330034 | 0:00:00.032964 | 0:00:00.330034 |\n", "| 5 | 0.3536 | 0:00:00.273000 | 0:00:00.034000 | 0:00:00.273000 |\n", "| 7 | 0.0 | 0:00:00.294999 | 0:00:00.035008 | 0:00:00.294999 |\n", "| 9 | 0.0 | 0:00:00.311992 | 0:00:00.035002 | 0:00:00.311992 |\n", "| 11 | 0.0 | 0:00:00.304003 | 0:00:00.043996 | 0:00:00.304003 |\n", "| 13 | 0.0 | 0:00:00.358000 | 0:00:00.043001 | 0:00:00.358000 |\n", "| 15 | 0.0 | 0:00:00.358001 | 0:00:00.051998 | 0:00:00.358001 |\n", "| 17 | 0.0 | 0:00:00.375000 | 0:00:00.044001 | 0:00:00.375000 |\n", "| 19 | 0.0 | 0:00:00.300997 | 0:00:00.046001 | 0:00:00.300997 |\n", "| 21 | 0.0 | 0:00:00.336002 | 0:00:00.044001 | 0:00:00.336002 |\n", "| 23 | 0.0 | 0:00:00.301997 | 0:00:00.040002 | 0:00:00.301997 |\n", "| 25 | 0.0 | 0:00:00.317999 | 0:00:00.046002 | 0:00:00.317999 |\n", "| Average | 0.0813 | 0:00:00.318463 | 0:00:00.040537 | 0:00:00.179500 |\n", "| Std Dev. | 0.1484 | 0.030187220525265627 | 0.006111912716080435 | 0.14065950637748947 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9521 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.9658 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.9589 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.9452 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.9452 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.9452 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.9452 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.9452 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.9452 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.9452 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.9452 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.9452 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.9452 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.9484 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0064 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7823 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.9825 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.9792 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.4726 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.4726 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.4726 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.4726 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.4726 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.4726 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.4726 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.4726 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.4726 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.4726 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.5746 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.1916 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9521 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.9658 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.9589 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.9452 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.9452 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.9452 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.9452 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.9452 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.9452 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.9452 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.9452 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.9452 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.9452 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.9484 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0064 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6803 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.6875 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.625 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.5 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.5 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.5 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.5 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.5 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.5 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.5 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.5 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.5 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.5 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.5379 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0705 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9521 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.9658 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.9589 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.9452 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.9452 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.9452 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.9452 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.9452 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.9452 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.9452 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.9452 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.9452 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.9452 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.9484 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0064 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7182 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.7638 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.6894 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.4859 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.4859 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.4859 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.4859 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.4859 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.4859 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.4859 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.4859 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.4859 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.4859 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.5408 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.1013 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9521 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.9658 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.9589 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.9452 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.9452 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.9452 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.9452 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.9452 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.9452 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.9452 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.9452 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.9452 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.9452 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.9484 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0064 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6803 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.6875 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.625 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.5 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.5 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.5 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.5 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.5 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.5 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.5 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.5 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.5 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.5 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.5379 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0705 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.2592 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.4092 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.2911 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.0548 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.0548 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.0548 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.0548 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.0548 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.0548 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.0548 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.0548 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.0548 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.0548 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.116 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.1159 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0479 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.0342 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.0411 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.0548 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.0548 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.0548 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.0548 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.0548 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.0548 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.0548 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.0548 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.0548 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.0548 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.0516 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.0064 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6079 | 0:00:00.266001 | 0:00:00.052002 | 0:00:00.266001 |\n", "| 3 | 0.6124 | 0:00:00.339999 | 0:00:00.039000 | 0:00:00.339999 |\n", "| 5 | 0.5 | 0:00:00.358000 | 0:00:00.042001 | 0:00:00.358000 |\n", "| 7 | 0.0 | 0:00:00.375998 | 0:00:00.047000 | 0:00:00.375998 |\n", "| 9 | 0.0 | 0:00:00.396000 | 0:00:00.039000 | 0:00:00.396000 |\n", "| 11 | 0.0 | 0:00:00.415000 | 0:00:00.048003 | 0:00:00.415000 |\n", "| 13 | 0.0 | 0:00:00.375996 | 0:00:00.040001 | 0:00:00.375996 |\n", "| 15 | 0.0 | 0:00:00.311001 | 0:00:00.048001 | 0:00:00.311001 |\n", "| 17 | 0.0 | 0:00:00.362000 | 0:00:00.038998 | 0:00:00.362000 |\n", "| 19 | 0.0 | 0:00:00.340999 | 0:00:00.045001 | 0:00:00.340999 |\n", "| 21 | 0.0 | 0:00:00.312000 | 0:00:00.042002 | 0:00:00.312000 |\n", "| 23 | 0.0 | 0:00:00.352998 | 0:00:00.045002 | 0:00:00.352998 |\n", "| 25 | 0.0 | 0:00:00.349001 | 0:00:00.037999 | 0:00:00.349001 |\n", "| Average | 0.1323 | 0:00:00.350384 | 0:00:00.043385 | 0:00:00.196885 |\n", "| Std Dev. | 0.2429 | 0.03732455835811346 | 0.004271337735126243 | 0.15578092397395293 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9589 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.9521 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.9589 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.9452 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.9452 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.9452 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.9452 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.9452 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.9452 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.9452 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.9452 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.9452 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.9452 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.9478 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0051 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8428 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.9757 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.979 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.9724 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.9724 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.9724 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.9724 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.9724 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.9724 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.9724 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.9724 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.9724 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.9724 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.9632 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0348 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9589 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.9521 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.9589 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.9452 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.9452 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.9452 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.9452 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.9452 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.9452 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.9452 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.9452 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.9452 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.9452 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.9478 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0051 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7705 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.6111 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.6667 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.5556 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.5556 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.5556 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.5556 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.5556 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.5556 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.5556 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.5556 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.5556 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.5556 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.5849 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0623 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9589 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.9521 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.9589 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.9452 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.9452 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.9452 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.9452 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.9452 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.9452 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.9452 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.9452 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.9452 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.9452 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.9478 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0051 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8016 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.6694 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.7393 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.5858 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.5858 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.5858 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.5858 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.5858 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.5858 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.5858 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.5858 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.5858 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.5858 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.6206 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0687 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9589 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.9521 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.9589 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.9452 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.9452 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.9452 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.9452 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.9452 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.9452 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.9452 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.9452 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.9452 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.9452 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.9478 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0051 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7705 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.6111 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.6667 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.5556 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.5556 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.5556 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.5556 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.5556 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.5556 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.5556 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.5556 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.5556 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.5556 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.5849 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0623 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4242 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.2702 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.3744 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.1659 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.1659 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.1659 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.1659 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.1659 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.1659 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.1659 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.1659 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.1659 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.1659 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.2098 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0859 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0411 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.0479 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.0411 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.0548 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.0548 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.0548 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.0548 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.0548 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.0548 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.0548 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.0548 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.0548 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.0548 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.0522 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.0051 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7399 | 0:00:00.306004 | 0:00:00.031994 | 0:00:00.306004 |\n", "| 3 | 0.4714 | 0:00:00.406000 | 0:00:00.042001 | 0:00:00.406000 |\n", "| 5 | 0.5774 | 0:00:00.356001 | 0:00:00.049999 | 0:00:00.356001 |\n", "| 7 | 0.3333 | 0:00:00.304000 | 0:00:00.045999 | 0:00:00.304000 |\n", "| 9 | 0.3333 | 0:00:00.345001 | 0:00:00.037001 | 0:00:00.345001 |\n", "| 11 | 0.3333 | 0:00:00.358999 | 0:00:00.039999 | 0:00:00.358999 |\n", "| 13 | 0.3333 | 0:00:00.308001 | 0:00:00.041002 | 0:00:00.308001 |\n", "| 15 | 0.3333 | 0:00:00.320000 | 0:00:00.049997 | 0:00:00.320000 |\n", "| 17 | 0.3333 | 0:00:00.334000 | 0:00:00.039005 | 0:00:00.334000 |\n", "| 19 | 0.3333 | 0:00:00.344995 | 0:00:00.054001 | 0:00:00.344995 |\n", "| 21 | 0.3333 | 0:00:00.355000 | 0:00:00.069001 | 0:00:00.355000 |\n", "| 23 | 0.3333 | 0:00:00.379000 | 0:00:00.042998 | 0:00:00.379000 |\n", "| 25 | 0.3333 | 0:00:00.377002 | 0:00:00.045998 | 0:00:00.377002 |\n", "| Average | 0.394 | 0:00:00.345693 | 0:00:00.045307 | 0:00:00.195500 |\n", "| Std Dev. | 0.1228 | 0.02990824675028482 | 0.008904848871641998 | 0.15180485541594785 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9507 | 0.0258 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.9589 | 0.0123 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.9589 | 0.0115 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.9507 | 0.011 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.948 | 0.0094 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.9466 | 0.0068 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.9439 | 0.0028 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.9439 | 0.0028 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.9439 | 0.0028 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.9439 | 0.0028 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.9439 | 0.0028 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.9439 | 0.0028 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.9439 | 0.0028 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.9478 | 0.0074 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0053 | 0.0065 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7679 | 0.1474 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.9792 | 0.0061 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.9792 | 0.0057 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.7752 | 0.2471 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.6739 | 0.2479 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.6732 | 0.2471 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.6719 | 0.2455 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.6719 | 0.2455 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.6719 | 0.2455 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.6719 | 0.2455 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.6719 | 0.2455 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.6719 | 0.2455 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.6719 | 0.2455 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.7347 | 0.2015 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.11 | 0.0874 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9507 | 0.0258 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.9589 | 0.0123 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.9589 | 0.0115 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.9507 | 0.011 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.948 | 0.0094 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.9466 | 0.0068 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.9439 | 0.0028 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.9439 | 0.0028 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.9439 | 0.0028 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.9439 | 0.0028 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.9439 | 0.0028 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.9439 | 0.0028 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.9439 | 0.0028 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.9478 | 0.0074 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0053 | 0.0065 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7079 | 0.1402 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.65 | 0.1031 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.6486 | 0.1011 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.5778 | 0.103 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.5556 | 0.0861 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.5444 | 0.0648 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.5222 | 0.0272 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.5222 | 0.0272 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.5222 | 0.0272 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.5222 | 0.0272 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.5222 | 0.0272 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.5222 | 0.0272 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.5222 | 0.0272 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.5646 | 0.0607 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0608 | 0.0393 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9507 | 0.0258 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.9589 | 0.0123 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.9589 | 0.0115 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.9507 | 0.011 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.948 | 0.0094 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.9466 | 0.0068 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.9439 | 0.0028 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.9439 | 0.0028 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.9439 | 0.0028 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.9439 | 0.0028 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.9439 | 0.0028 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.9439 | 0.0028 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.9439 | 0.0028 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.9478 | 0.0074 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0053 | 0.0065 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7315 | 0.1452 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.7025 | 0.115 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.7016 | 0.1121 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.5987 | 0.1334 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.5681 | 0.1217 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.5562 | 0.0995 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.5255 | 0.0493 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.5255 | 0.0493 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.5255 | 0.0493 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.5255 | 0.0493 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.5255 | 0.0493 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.5255 | 0.0493 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.5255 | 0.0493 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.5798 | 0.0824 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0757 | 0.0372 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9507 | 0.0258 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.9589 | 0.0123 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.9589 | 0.0115 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.9507 | 0.011 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.948 | 0.0094 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.9466 | 0.0068 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.9439 | 0.0028 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.9439 | 0.0028 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.9439 | 0.0028 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.9439 | 0.0028 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.9439 | 0.0028 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.9439 | 0.0028 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.9439 | 0.0028 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.9478 | 0.0074 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0053 | 0.0065 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7079 | 0.1402 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.65 | 0.1031 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.6486 | 0.1011 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.5778 | 0.103 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.5556 | 0.0861 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.5444 | 0.0648 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.5222 | 0.0272 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.5222 | 0.0272 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.5222 | 0.0272 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.5222 | 0.0272 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.5222 | 0.0272 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.5222 | 0.0272 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.5222 | 0.0272 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.5646 | 0.0607 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0608 | 0.0393 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.354 | 0.2972 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.3411 | 0.1941 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.3383 | 0.1909 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.2048 | 0.1954 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.1631 | 0.1632 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.1423 | 0.1234 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.1005 | 0.0533 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.1005 | 0.0533 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.1005 | 0.0533 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.1005 | 0.0533 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.1005 | 0.0533 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.1005 | 0.0533 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.1005 | 0.0533 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.1729 | 0.1182 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0989 | 0.0787 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0493 | 0.0258 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.0411 | 0.0123 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.0411 | 0.0115 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.0493 | 0.011 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.052 | 0.0094 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.0534 | 0.0068 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.0561 | 0.0028 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.0561 | 0.0028 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.0561 | 0.0028 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.0561 | 0.0028 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.0561 | 0.0028 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.0561 | 0.0028 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.0561 | 0.0028 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.0522 | 0.0074 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.0053 | 0.0065 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6206 | 0.2081 | 0:00:00.282001 | 0:00:00.035799 | 0:00:00.317800 |\n", "| 3 | 0.5174 | 0.1796 | 0:00:00.330607 | 0:00:00.037393 | 0:00:00.368000 |\n", "| 5 | 0.5161 | 0.1755 | 0:00:00.314400 | 0:00:00.039402 | 0:00:00.353801 |\n", "| 7 | 0.2824 | 0.2753 | 0:00:00.314198 | 0:00:00.044402 | 0:00:00.358599 |\n", "| 9 | 0.2 | 0.2667 | 0:00:00.327998 | 0:00:00.036000 | 0:00:00.363999 |\n", "| 11 | 0.1821 | 0.236 | 0:00:00.331201 | 0:00:00.041200 | 0:00:00.372400 |\n", "| 13 | 0.1333 | 0.1633 | 0:00:00.329599 | 0:00:00.039801 | 0:00:00.369400 |\n", "| 15 | 0.1333 | 0.1633 | 0:00:00.321800 | 0:00:00.045199 | 0:00:00.367000 |\n", "| 17 | 0.1333 | 0.1633 | 0:00:00.328200 | 0:00:00.039600 | 0:00:00.367800 |\n", "| 19 | 0.1333 | 0.1633 | 0:00:00.322803 | 0:00:00.045801 | 0:00:00.368604 |\n", "| 21 | 0.1333 | 0.1633 | 0:00:00.335006 | 0:00:00.046201 | 0:00:00.381207 |\n", "| 23 | 0.1333 | 0.1633 | 0:00:00.337483 | 0:00:00.043200 | 0:00:00.380683 |\n", "| 25 | 0.1333 | 0.1633 | 0:00:00.362733 | 0:00:00.043199 | 0:00:00.405932 |\n", "| Average | 0.2502 | 0.1911 | 0:00:00.326002 | 0:00:00.041323 | 0:00:00.367325 |\n", "| Std Dev. | 0.1717 | 0.0401 | 0.017253738 | 0.0034935804 | 0.0188454875 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'car-good'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9595 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.9624 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.9682 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.9711 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.9682 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.9624 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.9624 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.9595 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.9595 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.9595 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.9595 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.9595 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.9595 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.9624 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0039 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4798 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.9812 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.984 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.9854 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.984 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.9812 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.9812 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.4798 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.4798 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.4798 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.4798 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.4798 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.4798 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.7119 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.2508 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9595 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.9624 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.9682 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.9711 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.9682 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.9624 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.9624 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.9595 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.9595 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.9595 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.9595 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.9595 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.9595 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.9624 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0039 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.5357 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.6071 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.6429 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.6071 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.5357 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.5357 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.5 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.5 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.5 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.5 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.5 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.5 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.5357 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0485 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9595 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.9624 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.9682 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.9711 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.9682 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.9624 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.9624 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.9595 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.9595 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.9595 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.9595 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.9595 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.9595 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.9624 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0039 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4897 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.5571 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.6683 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.7148 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.6683 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.5571 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.5571 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.4897 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.4897 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.4897 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.4897 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.4897 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.4897 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.55 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0788 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9595 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.9624 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.9682 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.9711 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.9682 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.9624 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.9624 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.9595 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.9595 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.9595 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.9595 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.9595 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.9595 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.9624 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0039 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.5357 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.6071 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.6429 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.6071 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.5357 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.5357 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.5 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.5 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.5 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.5 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.5 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.5 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.5357 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0485 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0405 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.109 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.2461 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.3146 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.2461 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.109 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.109 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.0405 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.0405 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.0405 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.0405 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.0405 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.0405 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.109 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0931 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0405 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.0376 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.0318 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.0289 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.0318 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.0376 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.0376 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.0405 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.0405 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.0405 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.0405 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.0405 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.0405 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.0376 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.0039 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.203001 | 0:00:00.119000 | 0:00:02.203001 |\n", "| 3 | 0.2673 | 0:00:02.574998 | 0:00:00.091007 | 0:00:02.574998 |\n", "| 5 | 0.4629 | 0:00:02.773994 | 0:00:00.081997 | 0:00:02.773994 |\n", "| 7 | 0.5345 | 0:00:03.129001 | 0:00:00.102001 | 0:00:03.129001 |\n", "| 9 | 0.4629 | 0:00:03.252001 | 0:00:00.106998 | 0:00:03.252001 |\n", "| 11 | 0.2673 | 0:00:03.318002 | 0:00:00.156000 | 0:00:03.318002 |\n", "| 13 | 0.2673 | 0:00:03.789998 | 0:00:00.117001 | 0:00:03.789998 |\n", "| 15 | 0.0 | 0:00:02.840004 | 0:00:00.096994 | 0:00:02.840004 |\n", "| 17 | 0.0 | 0:00:02.793003 | 0:00:00.099998 | 0:00:02.793003 |\n", "| 19 | 0.0 | 0:00:03.289000 | 0:00:00.096000 | 0:00:03.289000 |\n", "| 21 | 0.0 | 0:00:03.096001 | 0:00:00.094002 | 0:00:03.096001 |\n", "| 23 | 0.0 | 0:00:03.459000 | 0:00:00.136999 | 0:00:03.459000 |\n", "| 25 | 0.0 | 0:00:03.666998 | 0:00:00.108001 | 0:00:03.666998 |\n", "| Average | 0.174 | 0:00:03.091154 | 0:00:00.108154 | 0:00:01.599654 |\n", "| Std Dev. | 0.2029 | 0.4279659498957727 | 0.019362253806069093 | 1.5219518402840233 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.9653 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.9711 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.9711 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.9711 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.9682 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.9653 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.9653 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.9595 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.9595 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.9595 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.9595 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.9595 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.9642 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0047 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.4798 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.9826 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.9854 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.9854 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.9854 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.984 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.9826 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.9826 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.4798 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.4798 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.4798 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.4798 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.4798 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.7513 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.2514 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.9653 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.9711 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.9711 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.9711 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.9682 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.9653 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.9653 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.9595 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.9595 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.9595 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.9595 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.9595 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.9642 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0047 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.5714 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.6429 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.6429 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.6429 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.6071 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.5714 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.5714 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.5 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.5 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.5 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.5 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.5 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.5577 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0587 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.9653 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.9711 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.9711 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.9711 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.9682 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.9653 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.9653 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.9595 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.9595 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.9595 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.9595 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.9595 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.9642 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0047 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.4897 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.6161 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.7148 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.7148 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.7148 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.6683 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.6161 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.6161 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.4897 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.4897 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.4897 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.4897 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.4897 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.5846 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.094 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.9653 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.9711 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.9711 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.9711 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.9682 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.9653 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.9653 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.9595 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.9595 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.9595 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.9595 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.9595 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.9642 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0047 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.5714 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.6429 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.6429 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.6429 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.6071 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.5714 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.5714 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.5 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.5 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.5 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.5 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.5 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.5577 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0587 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0405 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.1775 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.3146 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.3146 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.3146 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.2461 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.1775 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.1775 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.0405 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.0405 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.0405 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.0405 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.0405 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.1512 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.1126 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0405 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.0347 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.0289 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.0289 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.0289 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.0318 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.0347 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.0347 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.0405 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.0405 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.0405 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.0405 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.0405 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.0358 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.0047 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:02.090998 | 0:00:00.075999 | 0:00:02.090998 |\n", "| 3 | 0.378 | 0:00:02.196004 | 0:00:00.083000 | 0:00:02.196004 |\n", "| 5 | 0.5345 | 0:00:02.082997 | 0:00:00.093999 | 0:00:02.082997 |\n", "| 7 | 0.5345 | 0:00:02.519000 | 0:00:00.092002 | 0:00:02.519000 |\n", "| 9 | 0.5345 | 0:00:03.113998 | 0:00:00.090001 | 0:00:03.113998 |\n", "| 11 | 0.4629 | 0:00:02.660001 | 0:00:00.083001 | 0:00:02.660001 |\n", "| 13 | 0.378 | 0:00:02.685997 | 0:00:00.081002 | 0:00:02.685997 |\n", "| 15 | 0.378 | 0:00:02.740001 | 0:00:00.096998 | 0:00:02.740001 |\n", "| 17 | 0.0 | 0:00:02.950999 | 0:00:00.101000 | 0:00:02.950999 |\n", "| 19 | 0.0 | 0:00:02.842000 | 0:00:00.087000 | 0:00:02.842000 |\n", "| 21 | 0.0 | 0:00:02.857001 | 0:00:00.108999 | 0:00:02.857001 |\n", "| 23 | 0.0 | 0:00:02.949003 | 0:00:00.093032 | 0:00:02.949003 |\n", "| 25 | 0.0 | 0:00:02.996966 | 0:00:00.096999 | 0:00:02.996966 |\n", "| Average | 0.2462 | 0:00:02.668074 | 0:00:00.091002 | 0:00:01.379538 |\n", "| Std Dev. | 0.234 | 0.33488166351550935 | 0.008682516075726801 | 1.310127950124778 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.9624 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.9624 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.9624 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.9595 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.9595 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.9595 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.9595 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.9595 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.9595 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.9595 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.9595 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.9595 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.9602 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0012 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.4798 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.9812 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.9812 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.9812 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.4798 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.4798 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.4798 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.4798 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.4798 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.4798 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.4798 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.4798 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.4798 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.5955 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.2112 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.9624 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.9624 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.9624 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.9595 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.9595 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.9595 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.9595 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.9595 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.9595 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.9595 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.9595 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.9595 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.9602 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0012 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.5357 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.5357 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.5357 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.5 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.5 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.5 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.5 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.5 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.5 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.5 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.5 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.5 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.5082 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.015 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.9624 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.9624 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.9624 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.9595 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.9595 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.9595 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.9595 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.9595 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.9595 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.9595 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.9595 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.9595 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.9602 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0012 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.4897 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.5571 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.5571 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.5571 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.4897 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.4897 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.4897 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.4897 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.4897 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.4897 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.4897 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.4897 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.4897 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.5052 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0284 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9595 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.9624 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.9624 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.9624 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.9595 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.9595 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.9595 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.9595 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.9595 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.9595 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.9595 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.9595 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.9595 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.9602 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0012 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.5357 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.5357 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.5357 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.5 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.5 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.5 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.5 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.5 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.5 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.5 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.5 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.5 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.5082 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.015 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0405 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.109 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.109 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.109 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.0405 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.0405 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.0405 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.0405 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.0405 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.0405 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.0405 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.0405 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.0405 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.0563 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0289 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0405 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.0376 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.0376 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.0376 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.0405 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.0405 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.0405 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.0405 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.0405 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.0405 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.0405 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.0405 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.0405 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.0398 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.0012 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:02.037999 | 0:00:00.077000 | 0:00:02.037999 |\n", "| 3 | 0.2673 | 0:00:02.341999 | 0:00:00.095000 | 0:00:02.341999 |\n", "| 5 | 0.2673 | 0:00:02.170000 | 0:00:00.086001 | 0:00:02.170000 |\n", "| 7 | 0.2673 | 0:00:02.470000 | 0:00:00.077998 | 0:00:02.470000 |\n", "| 9 | 0.0 | 0:00:02.737002 | 0:00:00.091999 | 0:00:02.737002 |\n", "| 11 | 0.0 | 0:00:02.999001 | 0:00:00.081999 | 0:00:02.999001 |\n", "| 13 | 0.0 | 0:00:02.881001 | 0:00:00.082998 | 0:00:02.881001 |\n", "| 15 | 0.0 | 0:00:03.006001 | 0:00:00.094000 | 0:00:03.006001 |\n", "| 17 | 0.0 | 0:00:02.849001 | 0:00:00.087999 | 0:00:02.849001 |\n", "| 19 | 0.0 | 0:00:03.005001 | 0:00:00.089000 | 0:00:03.005001 |\n", "| 21 | 0.0 | 0:00:03.225001 | 0:00:00.109998 | 0:00:03.225001 |\n", "| 23 | 0.0 | 0:00:02.947003 | 0:00:00.090997 | 0:00:02.947003 |\n", "| 25 | 0.0 | 0:00:03.196000 | 0:00:00.114001 | 0:00:03.196000 |\n", "| Average | 0.0617 | 0:00:02.758847 | 0:00:00.090692 | 0:00:01.424769 |\n", "| Std Dev. | 0.1126 | 0.36901525312480177 | 0.010607654376653607 | 1.359376896206933 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9594 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.9768 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.9768 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.9739 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.9739 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.9681 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.9652 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.9594 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.9594 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.9594 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.9594 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.9594 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.9594 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.9654 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.0071 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4797 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.9882 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.9882 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.9868 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.9868 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.9839 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.9825 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.4797 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.4797 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.4797 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.4797 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.4797 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.4797 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.7134 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.2524 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9594 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.9768 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.9768 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.9739 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.9739 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.9681 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.9652 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.9594 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.9594 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.9594 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.9594 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.9594 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.9594 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.9654 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.0071 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.7143 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.7143 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.6786 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.6786 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.6071 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.5714 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.5 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.5 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.5 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.5 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.5 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.5 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.5742 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.088 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9594 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.9768 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.9768 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.9739 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.9739 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.9681 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.9652 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.9594 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.9594 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.9594 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.9594 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.9594 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.9594 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.9654 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.0071 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4896 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.794 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.794 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.7565 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.7565 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.6683 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.6161 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.4896 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.4896 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.4896 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.4896 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.4896 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.4896 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.601 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.1284 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9594 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.9768 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.9768 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.9739 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.9739 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.9681 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.9652 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.9594 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.9594 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.9594 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.9594 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.9594 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.9594 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.9654 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.0071 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.7143 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.7143 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.6786 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.6786 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.6071 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.5714 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.5 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.5 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.5 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.5 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.5 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.5 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.5742 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.088 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0406 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.4518 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.4518 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.3832 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.3832 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.2462 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.1776 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.0406 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.0406 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.0406 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.0406 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.0406 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.0406 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.1829 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.1689 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0406 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.0232 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.0232 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.0261 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.0261 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.0319 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.0348 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.0406 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.0406 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.0406 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.0406 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.0406 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.0406 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.0346 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.0071 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.928999 | 0:00:00.081999 | 0:00:01.928999 |\n", "| 3 | 0.6547 | 0:00:02.050001 | 0:00:00.128000 | 0:00:02.050001 |\n", "| 5 | 0.6547 | 0:00:02.193999 | 0:00:00.088001 | 0:00:02.193999 |\n", "| 7 | 0.5976 | 0:00:02.510000 | 0:00:00.080002 | 0:00:02.510000 |\n", "| 9 | 0.5976 | 0:00:04.082999 | 0:00:00.091999 | 0:00:04.082999 |\n", "| 11 | 0.4629 | 0:00:02.769002 | 0:00:00.084999 | 0:00:02.769002 |\n", "| 13 | 0.378 | 0:00:02.764915 | 0:00:00.087003 | 0:00:02.764915 |\n", "| 15 | 0.0 | 0:00:02.920998 | 0:00:00.101000 | 0:00:02.920998 |\n", "| 17 | 0.0 | 0:00:02.696001 | 0:00:00.081999 | 0:00:02.696001 |\n", "| 19 | 0.0 | 0:00:02.624001 | 0:00:00.083998 | 0:00:02.624001 |\n", "| 21 | 0.0 | 0:00:02.558999 | 0:00:00.084001 | 0:00:02.558999 |\n", "| 23 | 0.0 | 0:00:02.770003 | 0:00:00.085996 | 0:00:02.770003 |\n", "| 25 | 0.0 | 0:00:02.793002 | 0:00:00.100001 | 0:00:02.793002 |\n", "| Average | 0.2573 | 0:00:02.666378 | 0:00:00.090692 | 0:00:01.378535 |\n", "| Std Dev. | 0.2866 | 0.5041449046762124 | 0.012455595795453508 | 1.3363002708267222 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.9681 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.971 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.9739 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.971 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.971 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.9681 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.9681 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.9652 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.9623 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.9623 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.9623 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.9623 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.9668 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.004 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4812 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.984 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.9854 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.9868 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.9854 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.9854 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.984 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.984 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.9826 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.4812 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.4812 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.4812 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.4812 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.791 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.245 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.9681 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.971 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.9739 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.971 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.971 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.9681 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.9681 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.9652 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.9623 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.9623 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.9623 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.9623 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.9668 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.004 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.5769 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.6154 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.6538 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.6154 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.6154 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.5769 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.5769 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.5385 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.5 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.5 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.5 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.5 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.5592 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.0536 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.9681 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.971 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.9739 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.971 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.971 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.9681 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.9681 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.9652 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.9623 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.9623 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.9623 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.9623 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.9668 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.004 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4904 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.6252 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.6801 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.7286 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.6801 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.6801 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.6252 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.6252 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.5626 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.4904 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.4904 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.4904 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.4904 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.5892 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.0867 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.9681 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.971 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.9739 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.971 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.971 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.9681 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.9681 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.9652 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.9623 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.9623 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.9623 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.9623 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.9668 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.004 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.5769 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.6154 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.6538 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.6154 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.6154 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.5769 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.5769 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.5385 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.5 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.5 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.5 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.5 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.5592 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.0536 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0377 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.1857 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.2598 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.3338 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.2598 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.2598 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.1857 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.1857 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.1117 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.0377 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.0377 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.0377 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.0377 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.1516 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.1031 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0377 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.0319 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.029 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.0261 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.029 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.029 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.0319 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.0319 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.0348 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.0377 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.0377 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.0377 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.0377 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.0332 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.004 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.669996 | 0:00:00.089000 | 0:00:01.669996 |\n", "| 3 | 0.3922 | 0:00:01.922000 | 0:00:00.073001 | 0:00:01.922000 |\n", "| 5 | 0.4804 | 0:00:01.880000 | 0:00:00.073003 | 0:00:01.880000 |\n", "| 7 | 0.5547 | 0:00:02.086997 | 0:00:00.075002 | 0:00:02.086997 |\n", "| 9 | 0.4804 | 0:00:02.369998 | 0:00:00.075001 | 0:00:02.369998 |\n", "| 11 | 0.4804 | 0:00:02.784999 | 0:00:00.083999 | 0:00:02.784999 |\n", "| 13 | 0.3922 | 0:00:02.501001 | 0:00:00.081000 | 0:00:02.501001 |\n", "| 15 | 0.3922 | 0:00:02.534000 | 0:00:00.083001 | 0:00:02.534000 |\n", "| 17 | 0.2774 | 0:00:02.684065 | 0:00:00.093997 | 0:00:02.684065 |\n", "| 19 | 0.0 | 0:00:02.975000 | 0:00:00.123001 | 0:00:02.975000 |\n", "| 21 | 0.0 | 0:00:02.792001 | 0:00:00.092998 | 0:00:02.792001 |\n", "| 23 | 0.0 | 0:00:03.092001 | 0:00:00.091998 | 0:00:03.092001 |\n", "| 25 | 0.0 | 0:00:02.627002 | 0:00:00.086031 | 0:00:02.627002 |\n", "| Average | 0.2654 | 0:00:02.455312 | 0:00:00.086233 | 0:00:01.270773 |\n", "| Std Dev. | 0.2189 | 0.4263122410612081 | 0.012842677274156066 | 1.2223286811012908 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9601 | 0.0011 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.967 | 0.0053 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.9699 | 0.0047 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.9705 | 0.0042 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.9688 | 0.0049 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.9659 | 0.0042 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.9641 | 0.0029 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.9624 | 0.0036 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.9607 | 0.0023 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.9601 | 0.0011 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.9601 | 0.0011 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.9601 | 0.0011 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.9601 | 0.0011 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.9638 | 0.0029 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.004 | 0.0016 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.48 | 0.0006 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.9834 | 0.0026 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.9848 | 0.0023 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.9851 | 0.0021 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.8843 | 0.2022 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.8828 | 0.2015 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.882 | 0.2011 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.6812 | 0.2467 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.5803 | 0.2011 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.48 | 0.0006 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.48 | 0.0006 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.48 | 0.0006 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.48 | 0.0006 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.7126 | 0.0817 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.2144 | 0.1024 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9601 | 0.0011 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.967 | 0.0053 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.9699 | 0.0047 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.9705 | 0.0042 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.9688 | 0.0049 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.9659 | 0.0042 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.9641 | 0.0029 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.9624 | 0.0036 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.9607 | 0.0023 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.9601 | 0.0011 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.9601 | 0.0011 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.9601 | 0.0011 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.9601 | 0.0011 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.9638 | 0.0029 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.004 | 0.0016 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5 | 0.0 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.5868 | 0.066 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.6231 | 0.0577 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.6308 | 0.0493 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.6088 | 0.0599 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.5731 | 0.0466 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.5511 | 0.0295 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.5297 | 0.0364 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.5077 | 0.0154 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.5 | 0.0 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.5 | 0.0 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.5 | 0.0 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.547 | 0.0277 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.0495 | 0.0253 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9601 | 0.0011 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.967 | 0.0053 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.9699 | 0.0047 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.9705 | 0.0042 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.9688 | 0.0049 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.9659 | 0.0042 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.9641 | 0.0029 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.9624 | 0.0036 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.9607 | 0.0023 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.9601 | 0.0011 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.9601 | 0.0011 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.9601 | 0.0011 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.9601 | 0.0011 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.9638 | 0.0029 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.004 | 0.0016 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4898 | 0.0003 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.6299 | 0.0869 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.6829 | 0.0767 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.6943 | 0.0703 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.6619 | 0.0914 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.6127 | 0.0761 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.5808 | 0.0516 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.5421 | 0.0642 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.5042 | 0.0292 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.4898 | 0.0003 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.4898 | 0.0003 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.4898 | 0.0003 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.4898 | 0.0003 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.566 | 0.0421 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.0781 | 0.0362 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9601 | 0.0011 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.967 | 0.0053 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.9699 | 0.0047 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.9705 | 0.0042 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.9688 | 0.0049 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.9659 | 0.0042 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.9641 | 0.0029 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.9624 | 0.0036 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.9607 | 0.0023 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.9601 | 0.0011 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.9601 | 0.0011 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.9601 | 0.0011 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.9601 | 0.0011 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.9638 | 0.0029 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.004 | 0.0016 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5 | 0.0 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.5868 | 0.066 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.6231 | 0.0577 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.6308 | 0.0493 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.6088 | 0.0599 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.5731 | 0.0466 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.5511 | 0.0295 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.5297 | 0.0364 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.5077 | 0.0154 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.5 | 0.0 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.5 | 0.0 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.5 | 0.0 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.547 | 0.0277 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.0495 | 0.0253 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0399 | 0.0011 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.2066 | 0.1268 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.2762 | 0.1108 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.291 | 0.0944 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.2488 | 0.1148 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.1803 | 0.089 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.1381 | 0.0562 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.097 | 0.0692 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.0547 | 0.0285 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.0399 | 0.0011 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.0399 | 0.0011 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.0399 | 0.0011 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.0399 | 0.0011 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.1302 | 0.0535 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.095 | 0.048 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0399 | 0.0011 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.033 | 0.0053 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.0301 | 0.0047 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.0295 | 0.0042 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.0312 | 0.0049 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.0341 | 0.0042 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.0359 | 0.0029 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.0376 | 0.0036 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.0393 | 0.0023 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.0399 | 0.0011 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.0399 | 0.0011 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.0399 | 0.0011 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.0399 | 0.0011 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.0362 | 0.0029 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.004 | 0.0016 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:01.986199 | 0:00:00.088600 | 0:00:02.074798 |\n", "| 3 | 0.3919 | 0.1416 | 0:00:02.217001 | 0:00:00.094002 | 0:00:02.311002 |\n", "| 5 | 0.4799 | 0.1257 | 0:00:02.220198 | 0:00:00.084600 | 0:00:02.304798 |\n", "| 7 | 0.4977 | 0.1175 | 0:00:02.543000 | 0:00:00.085401 | 0:00:02.628401 |\n", "| 9 | 0.4151 | 0.2128 | 0:00:03.111200 | 0:00:00.091200 | 0:00:03.202399 |\n", "| 11 | 0.3347 | 0.1848 | 0:00:02.906201 | 0:00:00.098000 | 0:00:03.004201 |\n", "| 13 | 0.2831 | 0.1485 | 0:00:02.924583 | 0:00:00.089801 | 0:00:03.014383 |\n", "| 15 | 0.154 | 0.1887 | 0:00:02.808201 | 0:00:00.094398 | 0:00:02.902599 |\n", "| 17 | 0.0555 | 0.1109 | 0:00:02.794614 | 0:00:00.092999 | 0:00:02.887613 |\n", "| 19 | 0.0 | 0.0 | 0:00:02.947000 | 0:00:00.095800 | 0:00:03.042800 |\n", "| 21 | 0.0 | 0.0 | 0:00:02.905800 | 0:00:00.098000 | 0:00:03.003800 |\n", "| 23 | 0.0 | 0.0 | 0:00:03.043402 | 0:00:00.099805 | 0:00:03.143206 |\n", "| 25 | 0.0 | 0.0 | 0:00:03.055994 | 0:00:00.101007 | 0:00:03.157000 |\n", "| Average | 0.2009 | 0.0947 | 0:00:02.727953 | 0:00:00.093355 | 0:00:02.821308 |\n", "| Std Dev. | 0.1957 | 0.0797 | 0.3528152469 | 0.0050437057 | 0.3559728983 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'car-vgood'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.9769 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.9798 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.9769 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.9798 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.9855 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.9827 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.9827 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.9711 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.9653 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.9682 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.9653 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.9624 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.9738 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.008 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4812 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.9883 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.9897 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.9883 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.9897 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.9926 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.9912 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.9912 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.9854 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.9826 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.984 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.9826 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.4812 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.9098 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.1828 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.9769 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.9798 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.9769 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.9798 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.9855 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.9827 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.9827 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.9711 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.9653 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.9682 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.9653 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.9624 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.9738 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.008 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.6923 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.7308 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.6923 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.7308 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.8077 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.7692 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.7692 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.6154 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.5385 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.5769 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.5385 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.5 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.6509 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.1061 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.9769 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.9798 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.9769 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.9798 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.9855 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.9827 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.9827 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.9711 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.9653 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.9682 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.9653 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.9624 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.9738 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.008 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4904 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.7718 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.8106 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.7718 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.8106 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.8772 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.8455 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.8455 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.6801 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.5626 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.6252 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.5626 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.4904 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.7034 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.1359 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.9769 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.9798 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.9769 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.9798 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.9855 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.9827 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.9827 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.9711 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.9653 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.9682 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.9653 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.9624 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.9738 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.008 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.6923 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.7308 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.6923 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.7308 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.8077 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.7692 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.7692 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.6154 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.5385 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.5769 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.5385 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.5 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.6509 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.1061 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.4077 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.4818 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.4077 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.4818 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.6298 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.5558 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.5558 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.2597 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.1116 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.1856 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.1116 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.0376 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.328 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.2042 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.0231 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.0202 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.0231 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.0202 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.0145 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.0173 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.0173 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.0289 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.0347 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.0318 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.0347 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.0376 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.0262 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.008 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.702996 | 0:00:00.074002 | 0:00:01.702996 |\n", "| 3 | 0.6202 | 0:00:01.913999 | 0:00:00.083003 | 0:00:01.913999 |\n", "| 5 | 0.6794 | 0:00:02.122000 | 0:00:00.107998 | 0:00:02.122000 |\n", "| 7 | 0.6202 | 0:00:02.432000 | 0:00:00.082001 | 0:00:02.432000 |\n", "| 9 | 0.6794 | 0:00:02.645003 | 0:00:00.085000 | 0:00:02.645003 |\n", "| 11 | 0.7845 | 0:00:02.721998 | 0:00:00.089001 | 0:00:02.721998 |\n", "| 13 | 0.7338 | 0:00:02.893999 | 0:00:00.084039 | 0:00:02.893999 |\n", "| 15 | 0.7338 | 0:00:02.598961 | 0:00:00.082000 | 0:00:02.598961 |\n", "| 17 | 0.4804 | 0:00:02.652999 | 0:00:00.101001 | 0:00:02.652999 |\n", "| 19 | 0.2774 | 0:00:03.016001 | 0:00:00.105999 | 0:00:03.016001 |\n", "| 21 | 0.3922 | 0:00:02.865000 | 0:00:00.093001 | 0:00:02.865000 |\n", "| 23 | 0.2774 | 0:00:02.801999 | 0:00:00.093001 | 0:00:02.801999 |\n", "| 25 | 0.0 | 0:00:03.140000 | 0:00:00.096000 | 0:00:03.140000 |\n", "| Average | 0.483 | 0:00:02.577458 | 0:00:00.090465 | 0:00:01.333961 |\n", "| Std Dev. | 0.2618 | 0.4120450622269175 | 0.009792210535748823 | 1.2771930919039745 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.9711 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.9827 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.9827 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.9827 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.9798 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.974 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.9682 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.9653 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.9653 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.9653 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.9653 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.9653 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.9715 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0075 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+----------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+----------------------+--------------------+\n", "| 1 | 0.4812 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.9854 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.9912 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.9912 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.9912 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.9897 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.9868 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.984 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.9826 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.9826 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.9826 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.9826 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.9826 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.9472 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.1346 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+-----------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.9711 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.9827 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.9827 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.9827 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.9798 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.974 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.9682 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.9653 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.9653 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.9653 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.9653 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.9653 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.9715 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0075 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+-----------------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.6154 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.7692 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.7692 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.7692 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.7308 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.6538 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.5769 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.5385 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.5385 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.5385 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.5385 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.5385 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.6213 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0999 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.9711 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.9827 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.9827 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.9827 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.9798 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.974 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.9682 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.9653 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.9653 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.9653 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.9653 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.9653 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.9715 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0075 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+--------------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+----------------------+--------------------+\n", "| 1 | 0.4904 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.6801 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.8455 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.8455 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.8455 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.8106 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.7286 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.6252 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.5626 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.5626 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.5626 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.5626 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.5626 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.668 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.1264 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+-----------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.9711 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.9827 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.9827 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.9827 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.9798 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.974 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.9682 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.9653 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.9653 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.9653 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.9653 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.9653 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.9715 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0075 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+-----------------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.6154 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.7692 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.7692 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.7692 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.7308 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.6538 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.5769 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.5385 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.5385 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.5385 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.5385 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.5385 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.6213 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0999 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.2597 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.5558 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.5558 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.5558 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.4818 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.3337 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.1856 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.1116 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.1116 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.1116 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.1116 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.1116 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.2711 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.1923 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+-----------------------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.0289 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.0173 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.0173 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.0173 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.0202 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.026 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.0318 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.0347 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.0347 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.0347 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.0347 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.0347 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.0285 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.0075 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.938999 | 0:00:00.074000 | 0:00:01.938999 |\n", "| 3 | 0.4804 | 0:00:02.102001 | 0:00:00.092001 | 0:00:02.102001 |\n", "| 5 | 0.7338 | 0:00:02.126999 | 0:00:00.076998 | 0:00:02.126999 |\n", "| 7 | 0.7338 | 0:00:02.703999 | 0:00:00.082001 | 0:00:02.703999 |\n", "| 9 | 0.7338 | 0:00:02.832001 | 0:00:00.086999 | 0:00:02.832001 |\n", "| 11 | 0.6794 | 0:00:02.606094 | 0:00:00.074999 | 0:00:02.606094 |\n", "| 13 | 0.5547 | 0:00:02.438965 | 0:00:00.073035 | 0:00:02.438965 |\n", "| 15 | 0.3922 | 0:00:02.250002 | 0:00:00.075963 | 0:00:02.250002 |\n", "| 17 | 0.2774 | 0:00:02.407000 | 0:00:00.077000 | 0:00:02.407000 |\n", "| 19 | 0.2774 | 0:00:02.647001 | 0:00:00.087999 | 0:00:02.647001 |\n", "| 21 | 0.2774 | 0:00:02.507000 | 0:00:00.082000 | 0:00:02.507000 |\n", "| 23 | 0.2774 | 0:00:02.510003 | 0:00:00.080998 | 0:00:02.510003 |\n", "| 25 | 0.2774 | 0:00:02.566000 | 0:00:00.095000 | 0:00:02.566000 |\n", "| Average | 0.4381 | 0:00:02.433543 | 0:00:00.081461 | 0:00:01.257502 |\n", "| Std Dev. | 0.2252 | 0.250986417696249 | 0.006833685190427058 | 1.1893666466719264 |\n", "+----------+--------+-------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.9769 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.9827 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.9884 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.9827 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.9769 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.974 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.974 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.9682 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.9653 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.9624 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.9624 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.9624 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.9722 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.0087 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4812 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.9883 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.9912 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.9941 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.9912 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.9883 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.9868 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.9868 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.984 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.9826 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.4812 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.4812 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.4812 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.8322 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.234 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.9769 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.9827 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.9884 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.9827 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.9769 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.974 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.974 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.9682 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.9653 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.9624 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.9624 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.9624 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.9722 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.0087 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.6923 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.7692 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.8462 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.7692 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.6923 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.6538 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.6538 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.5769 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.5385 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.5 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.5 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.5 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.6302 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.1154 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.9769 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.9827 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.9884 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.9827 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.9769 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.974 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.974 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.9682 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.9653 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.9624 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.9624 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.9624 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.9722 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.0087 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4904 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.7718 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.8455 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.9061 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.8455 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.7718 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.7286 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.7286 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.6252 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.5626 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.4904 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.4904 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.4904 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.6729 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.1487 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9624 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.9769 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.9827 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.9884 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.9827 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.9769 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.974 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.974 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.9682 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.9653 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.9624 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.9624 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.9624 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.9722 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.0087 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.6923 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.7692 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.8462 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.7692 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.6923 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.6538 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.6538 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.5769 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.5385 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.5 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.5 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.5 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.6302 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.1154 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.4077 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.5558 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.7039 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.5558 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.4077 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.3337 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.3337 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.1856 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.1116 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.0376 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.0376 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.0376 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.2881 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.2222 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.0231 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.0173 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.0116 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.0173 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.0231 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.026 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.026 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.0318 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.0347 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.0376 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.0376 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.0376 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.0278 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.0087 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.662998 | 0:00:00.074001 | 0:00:01.662998 |\n", "| 3 | 0.6202 | 0:00:01.953002 | 0:00:00.072000 | 0:00:01.953002 |\n", "| 5 | 0.7338 | 0:00:02.026997 | 0:00:00.075000 | 0:00:02.026997 |\n", "| 7 | 0.8321 | 0:00:02.109000 | 0:00:00.073001 | 0:00:02.109000 |\n", "| 9 | 0.7338 | 0:00:02.390001 | 0:00:00.072001 | 0:00:02.390001 |\n", "| 11 | 0.6202 | 0:00:02.287997 | 0:00:00.085003 | 0:00:02.287997 |\n", "| 13 | 0.5547 | 0:00:02.410999 | 0:00:00.078998 | 0:00:02.410999 |\n", "| 15 | 0.5547 | 0:00:02.424001 | 0:00:00.077998 | 0:00:02.424001 |\n", "| 17 | 0.3922 | 0:00:02.537001 | 0:00:00.078999 | 0:00:02.537001 |\n", "| 19 | 0.2774 | 0:00:02.418999 | 0:00:00.078001 | 0:00:02.418999 |\n", "| 21 | 0.0 | 0:00:02.448000 | 0:00:00.081001 | 0:00:02.448000 |\n", "| 23 | 0.0 | 0:00:02.443999 | 0:00:00.084002 | 0:00:02.443999 |\n", "| 25 | 0.0 | 0:00:02.704000 | 0:00:00.082000 | 0:00:02.704000 |\n", "| Average | 0.4092 | 0:00:02.293615 | 0:00:00.077847 | 0:00:01.185731 |\n", "| Std Dev. | 0.3049 | 0.2701549456976439 | 0.004240354811585233 | 1.1242367230141075 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.9797 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.9826 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.9826 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.9797 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.9797 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.9739 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.971 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.9739 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.9681 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.9681 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.9681 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.9681 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.9737 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0064 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4812 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.9897 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.9911 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.9911 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.9897 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.9897 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.9868 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.9854 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.9868 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.984 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.984 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.984 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.984 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.9483 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.1349 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.9797 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.9826 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.9826 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.9797 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.9797 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.9739 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.971 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.9739 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.9681 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.9681 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.9681 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.9681 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.9737 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0064 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.7308 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.7692 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.7692 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.7308 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.7308 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.6538 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.6154 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.6538 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.5769 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.5769 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.5769 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.5769 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.6509 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0846 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.9797 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.9826 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.9826 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.9797 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.9797 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.9739 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.971 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.9739 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.9681 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.9681 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.9681 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.9681 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.9737 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0064 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4904 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.8106 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.8455 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.8455 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.8106 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.8106 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.7286 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.6801 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.7286 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.6252 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.6252 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.6252 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.6252 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.7116 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.1058 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9623 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.9797 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.9826 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.9826 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.9797 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.9797 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.9739 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.971 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.9739 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.9681 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.9681 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.9681 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.9681 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.9737 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0064 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.7308 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.7692 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.7692 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.7308 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.7308 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.6538 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.6154 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.6538 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.5769 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.5769 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.5769 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.5769 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.6509 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0846 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0377 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.4818 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.5559 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.5559 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.4818 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.4818 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.3338 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.2598 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.3338 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.1857 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.1857 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.1857 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.1857 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.3281 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.1629 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0377 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.0203 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.0174 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.0174 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.0203 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.0203 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.0261 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.029 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.0261 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.0319 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.0319 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.0319 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.0319 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.0263 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.0064 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.860001 | 0:00:00.082000 | 0:00:01.860001 |\n", "| 3 | 0.6794 | 0:00:01.932998 | 0:00:00.070999 | 0:00:01.932998 |\n", "| 5 | 0.7338 | 0:00:01.816000 | 0:00:00.073001 | 0:00:01.816000 |\n", "| 7 | 0.7338 | 0:00:01.972998 | 0:00:00.071036 | 0:00:01.972998 |\n", "| 9 | 0.6794 | 0:00:02.136965 | 0:00:00.078000 | 0:00:02.136965 |\n", "| 11 | 0.6794 | 0:00:02.199000 | 0:00:00.072002 | 0:00:02.199000 |\n", "| 13 | 0.5547 | 0:00:02.313998 | 0:00:00.076003 | 0:00:02.313998 |\n", "| 15 | 0.4804 | 0:00:02.247000 | 0:00:00.075998 | 0:00:02.247000 |\n", "| 17 | 0.5547 | 0:00:02.245003 | 0:00:00.073997 | 0:00:02.245003 |\n", "| 19 | 0.3922 | 0:00:02.266036 | 0:00:00.074967 | 0:00:02.266036 |\n", "| 21 | 0.3922 | 0:00:02.295031 | 0:00:00.078003 | 0:00:02.295031 |\n", "| 23 | 0.3922 | 0:00:02.474962 | 0:00:00.078000 | 0:00:02.474962 |\n", "| 25 | 0.3922 | 0:00:02.429035 | 0:00:00.079999 | 0:00:02.429035 |\n", "| Average | 0.5126 | 0:00:02.168387 | 0:00:00.075693 | 0:00:01.122040 |\n", "| Std Dev. | 0.1974 | 0.20296661175321035 | 0.0033106872306626974 | 1.0561463902724295 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9623 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.9884 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.9884 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.9913 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.9855 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.9884 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.9739 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.971 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.971 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.971 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.9681 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.9681 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.9681 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.9766 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.0097 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 0.4812 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.994 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.994 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.9955 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.9926 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.994 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.9868 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.9854 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.9854 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.9854 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.984 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.984 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.984 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.9497 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.1353 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9623 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.9884 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.9884 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.9913 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.9855 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.9884 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.9739 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.971 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.971 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.971 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.9681 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.9681 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.9681 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.9766 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.0097 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.5 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.8462 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.8462 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.8846 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.8077 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.8462 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.6538 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.6154 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.6154 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.6154 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.5769 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.5769 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.5769 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.6893 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.1293 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9623 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.9884 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.9884 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.9913 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.9855 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.9884 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.9739 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.971 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.971 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.971 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.9681 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.9681 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.9681 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.9766 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.0097 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 0.4904 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.9061 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.9061 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.9325 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.8772 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.9061 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.7286 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.6801 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.6801 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.6801 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.6252 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.6252 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.6252 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.7433 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.139 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9623 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.9884 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.9884 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.9913 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.9855 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.9884 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.9739 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.971 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.971 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.971 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.9681 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.9681 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.9681 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.9766 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.0097 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.5 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.8462 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.8462 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.8846 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.8077 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.8462 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.6538 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.6154 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.6154 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.6154 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.5769 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.5769 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.5769 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.6893 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.1293 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.0377 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.7039 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.7039 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.7779 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.6299 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.7039 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.3338 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.2598 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.2598 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.2598 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.1857 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.1857 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.1857 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.4021 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.2489 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.0377 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.0116 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.0116 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.0087 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.0145 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.0116 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.0261 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.029 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.029 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.029 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.0319 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.0319 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.0319 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.0234 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.0097 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:01.592032 | 0:00:00.065967 | 0:00:01.592032 |\n", "| 3 | 0.8321 | 0:00:01.776000 | 0:00:00.070000 | 0:00:01.776000 |\n", "| 5 | 0.8321 | 0:00:01.755000 | 0:00:00.071002 | 0:00:01.755000 |\n", "| 7 | 0.8771 | 0:00:01.997998 | 0:00:00.070000 | 0:00:01.997998 |\n", "| 9 | 0.7845 | 0:00:02.204001 | 0:00:00.081003 | 0:00:02.204001 |\n", "| 11 | 0.8321 | 0:00:02.287996 | 0:00:00.079001 | 0:00:02.287996 |\n", "| 13 | 0.5547 | 0:00:02.248033 | 0:00:00.071966 | 0:00:02.248033 |\n", "| 15 | 0.4804 | 0:00:02.242054 | 0:00:00.072979 | 0:00:02.242054 |\n", "| 17 | 0.4804 | 0:00:02.244966 | 0:00:00.077001 | 0:00:02.244966 |\n", "| 19 | 0.4804 | 0:00:02.298002 | 0:00:00.074999 | 0:00:02.298002 |\n", "| 21 | 0.3922 | 0:00:02.449036 | 0:00:00.076963 | 0:00:02.449036 |\n", "| 23 | 0.3922 | 0:00:02.431002 | 0:00:00.078001 | 0:00:02.431002 |\n", "| 25 | 0.3922 | 0:00:02.434997 | 0:00:00.084000 | 0:00:02.434997 |\n", "| Average | 0.5639 | 0:00:02.150855 | 0:00:00.074837 | 0:00:01.112846 |\n", "| Std Dev. | 0.2465 | 0.2704553189639196 | 0.004886683361206193 | 1.055484519997485 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9624 | 0.0001 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.9786 | 0.0056 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.9832 | 0.0028 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.9844 | 0.005 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.9821 | 0.0022 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.9821 | 0.0042 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.9757 | 0.0035 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.9734 | 0.005 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.9699 | 0.0029 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.967 | 0.0023 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.9664 | 0.0023 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.9659 | 0.0021 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.9653 | 0.0025 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.9736 | 0.0031 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.0076 | 0.0015 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4812 | 0.0 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.9891 | 0.0028 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.9914 | 0.0014 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.992 | 0.0025 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.9909 | 0.0011 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.9909 | 0.0021 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.9877 | 0.0017 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.9866 | 0.0025 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.9848 | 0.0014 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.9834 | 0.0011 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.8832 | 0.201 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.8829 | 0.2008 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.7826 | 0.2461 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.9174 | 0.0511 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.1404 | 0.0909 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9624 | 0.0001 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.9786 | 0.0056 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.9832 | 0.0028 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.9844 | 0.005 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.9821 | 0.0022 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.9821 | 0.0042 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.9757 | 0.0035 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.9734 | 0.005 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.9699 | 0.0029 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.967 | 0.0023 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.9664 | 0.0023 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.9659 | 0.0021 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.9653 | 0.0025 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.9736 | 0.0031 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.0076 | 0.0015 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5 | 0.0 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.7154 | 0.0754 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.7769 | 0.0377 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.7923 | 0.0671 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.7615 | 0.0288 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.7615 | 0.0565 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.6769 | 0.0462 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.6462 | 0.0662 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.6 | 0.0392 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.5615 | 0.0308 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.5538 | 0.0308 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.5462 | 0.0288 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.5385 | 0.0344 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.6485 | 0.0417 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.1006 | 0.0196 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9624 | 0.0001 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.9786 | 0.0056 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.9832 | 0.0028 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.9844 | 0.005 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.9821 | 0.0022 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.9821 | 0.0042 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.9757 | 0.0035 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.9734 | 0.005 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.9699 | 0.0029 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.967 | 0.0023 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.9664 | 0.0023 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.9659 | 0.0021 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.9653 | 0.0025 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.9736 | 0.0031 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.0076 | 0.0015 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4904 | 0.0 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.7881 | 0.073 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.8507 | 0.0308 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.8603 | 0.0558 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.8379 | 0.0251 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.8353 | 0.049 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.752 | 0.0468 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.7119 | 0.0744 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.6553 | 0.0568 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.5986 | 0.0474 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.5857 | 0.0535 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.5732 | 0.05 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.5588 | 0.0603 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.6999 | 0.0479 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.1245 | 0.0191 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9624 | 0.0001 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.9786 | 0.0056 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.9832 | 0.0028 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.9844 | 0.005 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.9821 | 0.0022 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.9821 | 0.0042 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.9757 | 0.0035 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.9734 | 0.005 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.9699 | 0.0029 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.967 | 0.0023 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.9664 | 0.0023 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.9659 | 0.0021 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.9653 | 0.0025 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.9736 | 0.0031 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.0076 | 0.0015 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5 | 0.0 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.7154 | 0.0754 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.7769 | 0.0377 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.7923 | 0.0671 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.7615 | 0.0288 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.7615 | 0.0565 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.6769 | 0.0462 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.6462 | 0.0662 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.6 | 0.0392 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.5615 | 0.0308 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.5538 | 0.0308 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.5462 | 0.0288 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.5385 | 0.0344 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.6485 | 0.0417 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.1006 | 0.0196 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0376 | 0.0001 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.4522 | 0.1451 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.5706 | 0.0725 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.6002 | 0.1291 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.541 | 0.0554 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.541 | 0.1088 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.3782 | 0.0888 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.3189 | 0.1274 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.2301 | 0.0755 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.1561 | 0.0593 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.1413 | 0.0593 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.1264 | 0.0554 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.1116 | 0.0663 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.3235 | 0.0802 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.1936 | 0.0377 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0376 | 0.0001 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.0214 | 0.0056 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.0168 | 0.0028 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.0156 | 0.005 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.0179 | 0.0022 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.0179 | 0.0042 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.0243 | 0.0035 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.0266 | 0.005 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.0301 | 0.0029 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.033 | 0.0023 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.0336 | 0.0023 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.0341 | 0.0021 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.0347 | 0.0025 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.0264 | 0.0031 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.0076 | 0.0015 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:01.751405 | 0:00:00.073994 | 0:00:01.825399 |\n", "| 3 | 0.6464 | 0.1136 | 0:00:01.935600 | 0:00:00.077601 | 0:00:02.013200 |\n", "| 5 | 0.7426 | 0.0495 | 0:00:01.969399 | 0:00:00.080800 | 0:00:02.050199 |\n", "| 7 | 0.7594 | 0.0892 | 0:00:02.243199 | 0:00:00.075608 | 0:00:02.318807 |\n", "| 9 | 0.7222 | 0.0395 | 0:00:02.441594 | 0:00:00.080600 | 0:00:02.522195 |\n", "| 11 | 0.7191 | 0.0774 | 0:00:02.420617 | 0:00:00.080001 | 0:00:02.500618 |\n", "| 13 | 0.5905 | 0.0716 | 0:00:02.461199 | 0:00:00.076808 | 0:00:02.538007 |\n", "| 15 | 0.5283 | 0.1149 | 0:00:02.352404 | 0:00:00.076988 | 0:00:02.429391 |\n", "| 17 | 0.437 | 0.095 | 0:00:02.417394 | 0:00:00.081600 | 0:00:02.498994 |\n", "| 19 | 0.3409 | 0.0827 | 0:00:02.529208 | 0:00:00.084393 | 0:00:02.613600 |\n", "| 21 | 0.2908 | 0.1521 | 0:00:02.512813 | 0:00:00.082194 | 0:00:02.595007 |\n", "| 23 | 0.2678 | 0.1434 | 0:00:02.532393 | 0:00:00.082800 | 0:00:02.615194 |\n", "| 25 | 0.2124 | 0.1784 | 0:00:02.654806 | 0:00:00.087400 | 0:00:02.742206 |\n", "| Average | 0.4813 | 0.0929 | 0:00:02.324772 | 0:00:00.080060 | 0:00:02.404832 |\n", "| Std Dev. | 0.2335 | 0.0468 | 0.2621096898 | 0.0036226806 | 0.2646130777 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'cleveland-0_vs_4'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8571 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.8857 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.9143 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.9143 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.9143 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.9143 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.9143 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.9143 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.9143 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.9143 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.9143 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.9143 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.9143 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.9077 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0164 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4545 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.4559 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.4571 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.4571 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.4571 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.4571 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.4571 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.4571 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.4571 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.4571 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.4571 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.4571 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.4571 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.4568 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0007 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8571 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.8857 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.9143 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.9143 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.9143 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.9143 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.9143 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.9143 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.9143 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.9143 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.9143 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.9143 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.9143 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.9077 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0164 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4688 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.4844 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.5 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.5 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.5 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.5 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.5 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.5 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.5 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.5 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.5 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.5 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.5 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.4964 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.009 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8571 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.8857 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.9143 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.9143 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.9143 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.9143 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.9143 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.9143 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.9143 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.9143 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.9143 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.9143 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.9143 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.9077 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0164 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4615 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.4697 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.4776 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.4776 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.4776 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.4776 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.4776 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.4776 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.4776 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.4776 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.4776 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.4776 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.4776 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.4758 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0046 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8571 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.8857 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.9143 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.9143 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.9143 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.9143 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.9143 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.9143 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.9143 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.9143 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.9143 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.9143 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.9143 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.9077 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0164 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4688 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.4844 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.5 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.5 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.5 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.5 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.5 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.5 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.5 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.5 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.5 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.5 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.5 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.4964 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.009 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0857 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.0857 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.0857 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.0857 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.0857 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.0857 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.0857 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.0857 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.0857 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.0857 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.0857 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.0857 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.0857 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.0857 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1429 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.1143 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.0857 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.0857 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.0857 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.0857 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.0857 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.0857 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.0857 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.0857 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.0857 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.0857 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.0857 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.0923 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0164 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.044000 | 0:00:00.008001 | 0:00:00.044000 |\n", "| 3 | 0.0 | 0:00:00.052000 | 0:00:00.010001 | 0:00:00.052000 |\n", "| 5 | 0.0 | 0:00:00.049999 | 0:00:00.007000 | 0:00:00.049999 |\n", "| 7 | 0.0 | 0:00:00.051001 | 0:00:00.007997 | 0:00:00.051001 |\n", "| 9 | 0.0 | 0:00:00.042001 | 0:00:00.009000 | 0:00:00.042001 |\n", "| 11 | 0.0 | 0:00:00.048000 | 0:00:00.007999 | 0:00:00.048000 |\n", "| 13 | 0.0 | 0:00:00.039001 | 0:00:00.010000 | 0:00:00.039001 |\n", "| 15 | 0.0 | 0:00:00.038000 | 0:00:00.007999 | 0:00:00.038000 |\n", "| 17 | 0.0 | 0:00:00.042035 | 0:00:00.007966 | 0:00:00.042035 |\n", "| 19 | 0.0 | 0:00:00.043034 | 0:00:00.008003 | 0:00:00.043034 |\n", "| 21 | 0.0 | 0:00:00.038998 | 0:00:00.007965 | 0:00:00.038998 |\n", "| 23 | 0.0 | 0:00:00.039037 | 0:00:00.007998 | 0:00:00.039037 |\n", "| 25 | 0.0 | 0:00:00.039000 | 0:00:00.008003 | 0:00:00.039000 |\n", "| Average | 0.0 | 0:00:00.043546 | 0:00:00.008302 | 0:00:00.025924 |\n", "| Std Dev. | 0.0 | 0.004857636355889421 | 0.0008235169001796119 | 0.01796310241223761 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.8889 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.8889 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.9167 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.9167 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.9167 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.9167 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.9167 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.9167 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.9167 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.9167 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.9167 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.9167 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.9145 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0132 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| 1 | 0.9714 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.4571 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.4571 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.4583 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.4583 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.4583 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.4583 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.4583 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.4583 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.4583 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.4583 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.4583 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.4583 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.4976 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.1368 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.8889 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.8889 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.9167 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.9167 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.9167 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.9167 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.9167 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.9167 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.9167 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.9167 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.9167 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.9167 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.9145 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0132 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.4848 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.4848 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.5 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.5 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.5 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.5 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.5 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.5 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.5 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.5 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.5 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.5 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.5105 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0454 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.8889 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.8889 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.9167 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.9167 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.9167 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.9167 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.9167 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.9167 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.9167 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.9167 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.9167 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.9167 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.9145 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0132 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| 1 | 0.7353 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.4706 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.4706 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.4783 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.4783 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.4783 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.4783 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.4783 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.4783 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.4783 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.4783 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.4783 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.4783 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.4969 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0689 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.8889 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.8889 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.9167 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.9167 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.9167 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.9167 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.9167 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.9167 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.9167 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.9167 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.9167 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.9167 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.9145 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0132 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.4848 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.4848 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.5 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.5 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.5 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.5 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.5 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.5 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.5 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.5 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.5 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.5 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.5105 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0454 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "| 1 | 0.3889 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.0833 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.0833 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.0833 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.0833 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.0833 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.0833 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.0833 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.0833 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.0833 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.0833 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.0833 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.0833 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.1068 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0814 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 0.0556 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.1111 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.1111 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.0833 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.0833 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.0833 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.0833 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.0833 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.0833 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.0833 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.0833 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.0833 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.0833 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.0855 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.0132 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 0.5774 | 0:00:00.038996 | 0:00:00.008001 | 0:00:00.038996 |\n", "| 3 | 0.0 | 0:00:00.038999 | 0:00:00.007000 | 0:00:00.038999 |\n", "| 5 | 0.0 | 0:00:00.039999 | 0:00:00.008001 | 0:00:00.039999 |\n", "| 7 | 0.0 | 0:00:00.041999 | 0:00:00.008002 | 0:00:00.041999 |\n", "| 9 | 0.0 | 0:00:00.038998 | 0:00:00.008002 | 0:00:00.038998 |\n", "| 11 | 0.0 | 0:00:00.038999 | 0:00:00.008001 | 0:00:00.038999 |\n", "| 13 | 0.0 | 0:00:00.039001 | 0:00:00.007998 | 0:00:00.039001 |\n", "| 15 | 0.0 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| 17 | 0.0 | 0:00:00.047001 | 0:00:00.007999 | 0:00:00.047001 |\n", "| 19 | 0.0 | 0:00:00.039001 | 0:00:00.008000 | 0:00:00.039001 |\n", "| 21 | 0.0 | 0:00:00.049003 | 0:00:00.008000 | 0:00:00.049003 |\n", "| 23 | 0.0 | 0:00:00.038997 | 0:00:00.007999 | 0:00:00.038997 |\n", "| 25 | 0.0 | 0:00:00.039002 | 0:00:00.007999 | 0:00:00.039002 |\n", "| Average | 0.0444 | 0:00:00.040615 | 0:00:00.007923 | 0:00:00.024269 |\n", "| Std Dev. | 0.1538 | 0.003295219578752002 | 0.00026641061433197246 | 0.016512126360889973 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.8824 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.9118 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.9118 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.9118 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.9118 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.9118 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.9118 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.9118 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.9118 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.9118 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.905 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0169 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5917 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.4545 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.4559 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.4559 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.4559 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.4559 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.4559 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.4559 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.4559 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.4559 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.4559 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.4559 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.4559 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.4662 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0362 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.8824 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.9118 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.9118 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.9118 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.9118 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.9118 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.9118 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.9118 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.9118 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.9118 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.905 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0169 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6183 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.4839 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.5 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.5 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.5 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.5 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.5 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.5 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.5 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.5 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.5 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.5 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.5 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.5079 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0322 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.8824 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.9118 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.9118 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.9118 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.9118 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.9118 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.9118 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.9118 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.9118 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.9118 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.905 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0169 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6019 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.4687 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.4769 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.4769 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.4769 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.4769 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.4769 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.4769 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.4769 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.4769 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.4769 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.4769 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.4769 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.4859 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0335 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.8824 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.9118 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.9118 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.9118 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.9118 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.9118 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.9118 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.9118 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.9118 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.9118 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.9118 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.905 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0169 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6183 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.4839 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.5 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.5 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.5 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.5 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.5 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.5 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.5 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.5 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.5 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.5 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.5 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.5079 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0322 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.1422 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.0882 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.0882 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.0882 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.0882 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.0882 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.0882 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.0882 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.0882 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.0882 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.0882 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.0882 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.0882 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.0924 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0144 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.1471 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.1176 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.0882 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.0882 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.0882 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.0882 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.0882 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.0882 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.0882 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.0882 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.0882 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.0882 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.0882 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.095 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.0169 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5487 | 0:00:00.032037 | 0:00:00.006966 | 0:00:00.032037 |\n", "| 3 | 0.0 | 0:00:00.033031 | 0:00:00.007001 | 0:00:00.033031 |\n", "| 5 | 0.0 | 0:00:00.032001 | 0:00:00.006999 | 0:00:00.032001 |\n", "| 7 | 0.0 | 0:00:00.033004 | 0:00:00.006965 | 0:00:00.033004 |\n", "| 9 | 0.0 | 0:00:00.042997 | 0:00:00.008000 | 0:00:00.042997 |\n", "| 11 | 0.0 | 0:00:00.034035 | 0:00:00.006999 | 0:00:00.034035 |\n", "| 13 | 0.0 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 15 | 0.0 | 0:00:00.033999 | 0:00:00.008033 | 0:00:00.033999 |\n", "| 17 | 0.0 | 0:00:00.034001 | 0:00:00.007001 | 0:00:00.034001 |\n", "| 19 | 0.0 | 0:00:00.035000 | 0:00:00.007967 | 0:00:00.035000 |\n", "| 21 | 0.0 | 0:00:00.034998 | 0:00:00.007001 | 0:00:00.034998 |\n", "| 23 | 0.0 | 0:00:00.036034 | 0:00:00.006999 | 0:00:00.036034 |\n", "| 25 | 0.0 | 0:00:00.034967 | 0:00:00.007999 | 0:00:00.034967 |\n", "| Average | 0.0422 | 0:00:00.034700 | 0:00:00.007377 | 0:00:00.021038 |\n", "| Std Dev. | 0.1462 | 0.002666458893897552 | 0.0004878248532760034 | 0.013795531420495562 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.9118 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.9412 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.9412 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.9412 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.9412 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.9412 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.9412 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.9412 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.9412 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.9412 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.9412 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.9412 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.9321 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0242 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.4677 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.4697 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.4706 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.4706 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.4706 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.4706 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.4706 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.4706 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.4706 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.4706 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.4706 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.4706 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.4706 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.4703 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0008 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.9118 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.9412 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.9412 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.9412 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.9412 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.9412 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.9412 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.9412 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.9412 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.9412 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.9412 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.9412 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.9321 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0242 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.4531 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.4844 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.5 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.5 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.5 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.5 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.5 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.5 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.5 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.5 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.5 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.5 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.5 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.4952 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0128 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.9118 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.9412 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.9412 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.9412 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.9412 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.9412 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.9412 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.9412 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.9412 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.9412 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.9412 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.9412 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.9321 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0242 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.4603 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.4769 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.4848 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.4848 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.4848 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.4848 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.4848 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.4848 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.4848 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.4848 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.4848 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.4848 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.4848 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.4824 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0067 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.8529 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.9118 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.9412 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.9412 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.9412 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.9412 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.9412 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.9412 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.9412 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.9412 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.9412 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.9412 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.9412 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.9321 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0242 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.4531 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.4844 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.5 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.5 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.5 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.5 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.5 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.5 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.5 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.5 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.5 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.5 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.5 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.4952 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0128 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.0588 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.0588 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.0588 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.0588 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.0588 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.0588 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.0588 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.0588 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.0588 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.0588 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.0588 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.0588 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.0588 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.0588 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.1471 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.0882 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.0588 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.0588 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.0588 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.0588 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.0588 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.0588 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.0588 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.0588 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.0588 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.0588 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.0588 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.0679 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0242 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.034002 | 0:00:00.007000 | 0:00:00.034002 |\n", "| 3 | 0.0 | 0:00:00.033997 | 0:00:00.007001 | 0:00:00.033997 |\n", "| 5 | 0.0 | 0:00:00.035998 | 0:00:00.007001 | 0:00:00.035998 |\n", "| 7 | 0.0 | 0:00:00.034999 | 0:00:00.007001 | 0:00:00.034999 |\n", "| 9 | 0.0 | 0:00:00.039999 | 0:00:00.007001 | 0:00:00.039999 |\n", "| 11 | 0.0 | 0:00:00.040002 | 0:00:00.007999 | 0:00:00.040002 |\n", "| 13 | 0.0 | 0:00:00.035032 | 0:00:00.006967 | 0:00:00.035032 |\n", "| 15 | 0.0 | 0:00:00.034998 | 0:00:00.007002 | 0:00:00.034998 |\n", "| 17 | 0.0 | 0:00:00.035002 | 0:00:00.007998 | 0:00:00.035002 |\n", "| 19 | 0.0 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 21 | 0.0 | 0:00:00.036002 | 0:00:00.007998 | 0:00:00.036002 |\n", "| 23 | 0.0 | 0:00:00.036004 | 0:00:00.007999 | 0:00:00.036004 |\n", "| 25 | 0.0 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| Average | 0.0 | 0:00:00.036156 | 0:00:00.007382 | 0:00:00.021769 |\n", "| Std Dev. | 0.0 | 0.0018733824584319355 | 0.00048746183277006977 | 0.014452088341515222 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.9412 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.9412 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.9412 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.9412 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.9412 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.9412 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.9412 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.9412 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.9412 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.9412 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.9412 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.9412 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.9412 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7344 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.4706 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.4706 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.4706 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.4706 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.4706 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.4706 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.4706 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.4706 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.4706 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.4706 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.4706 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.4706 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.4909 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0703 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.9412 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.9412 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.9412 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.9412 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.9412 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.9412 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.9412 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.9412 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.9412 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.9412 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.9412 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.9412 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.9412 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7344 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.5 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.5 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.5 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.5 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.5 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.5 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.5 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.5 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.5 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.5 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.5 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.5 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.518 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0625 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.9412 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.9412 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.9412 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.9412 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.9412 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.9412 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.9412 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.9412 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.9412 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.9412 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.9412 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.9412 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.9412 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7344 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.4848 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.4848 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.4848 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.4848 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.4848 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.4848 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.4848 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.4848 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.4848 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.4848 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.4848 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.4848 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.504 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0665 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.9412 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.9412 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.9412 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.9412 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.9412 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.9412 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.9412 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.9412 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.9412 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.9412 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.9412 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.9412 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.9412 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7344 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.5 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.5 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.5 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.5 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.5 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.5 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.5 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.5 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.5 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.5 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.5 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.5 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.518 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0625 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.2794 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.0588 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.0588 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.0588 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.0588 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.0588 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.0588 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.0588 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.0588 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.0588 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.0588 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.0588 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.0588 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.0758 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0588 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0588 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.0588 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.0588 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.0588 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.0588 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.0588 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.0588 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.0588 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.0588 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.0588 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.0588 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.0588 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.0588 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.0588 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.0 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.696 | 0:00:00.035001 | 0:00:00.006001 | 0:00:00.035001 |\n", "| 3 | 0.0 | 0:00:00.035999 | 0:00:00.007000 | 0:00:00.035999 |\n", "| 5 | 0.0 | 0:00:00.034998 | 0:00:00.006999 | 0:00:00.034998 |\n", "| 7 | 0.0 | 0:00:00.036002 | 0:00:00.006999 | 0:00:00.036002 |\n", "| 9 | 0.0 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 11 | 0.0 | 0:00:00.036001 | 0:00:00.008036 | 0:00:00.036001 |\n", "| 13 | 0.0 | 0:00:00.034962 | 0:00:00.008000 | 0:00:00.034962 |\n", "| 15 | 0.0 | 0:00:00.036001 | 0:00:00.006998 | 0:00:00.036001 |\n", "| 17 | 0.0 | 0:00:00.036003 | 0:00:00.008000 | 0:00:00.036003 |\n", "| 19 | 0.0 | 0:00:00.035998 | 0:00:00.009001 | 0:00:00.035998 |\n", "| 21 | 0.0 | 0:00:00.038000 | 0:00:00.008002 | 0:00:00.038000 |\n", "| 23 | 0.0 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 25 | 0.0 | 0:00:00.038000 | 0:00:00.008000 | 0:00:00.038000 |\n", "| Average | 0.0535 | 0:00:00.036843 | 0:00:00.007618 | 0:00:00.022231 |\n", "| Std Dev. | 0.1855 | 0.002539436302308325 | 0.0007394540044448682 | 0.014731880217606809 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8897 | 0.0434 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.902 | 0.0222 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.9195 | 0.0198 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.925 | 0.0133 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.925 | 0.0133 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.925 | 0.0133 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.925 | 0.0133 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.925 | 0.0133 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.925 | 0.0133 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.925 | 0.0133 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.925 | 0.0133 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.925 | 0.0133 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.925 | 0.0133 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.9201 | 0.0168 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0107 | 0.0082 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.644 | 0.1924 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.4616 | 0.0071 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.4623 | 0.0068 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.4625 | 0.0066 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.4625 | 0.0066 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.4625 | 0.0066 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.4625 | 0.0066 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.4625 | 0.0066 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.4625 | 0.0066 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.4625 | 0.0066 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.4625 | 0.0066 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.4625 | 0.0066 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.4625 | 0.0066 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.4764 | 0.021 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0484 | 0.0495 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8897 | 0.0434 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.902 | 0.0222 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.9195 | 0.0198 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.925 | 0.0133 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.925 | 0.0133 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.925 | 0.0133 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.925 | 0.0133 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.925 | 0.0133 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.925 | 0.0133 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.925 | 0.0133 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.925 | 0.0133 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.925 | 0.0133 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.925 | 0.0133 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.9201 | 0.0168 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0107 | 0.0082 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5882 | 0.1104 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.4875 | 0.0063 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.497 | 0.0061 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.5056 | 0.0094 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0241 | 0.0292 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8897 | 0.0434 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.902 | 0.0222 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.9195 | 0.0198 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.925 | 0.0133 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.925 | 0.0133 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.925 | 0.0133 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.925 | 0.0133 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.925 | 0.0133 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.925 | 0.0133 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.925 | 0.0133 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.925 | 0.0133 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.925 | 0.0133 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.925 | 0.0133 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.9201 | 0.0168 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0107 | 0.0082 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5987 | 0.1225 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.4742 | 0.0061 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.479 | 0.0054 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.4805 | 0.0036 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.4805 | 0.0036 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.4805 | 0.0036 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.4805 | 0.0036 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.4805 | 0.0036 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.4805 | 0.0036 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.4805 | 0.0036 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.4805 | 0.0036 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.4805 | 0.0036 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.4805 | 0.0036 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.489 | 0.0131 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0317 | 0.0316 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8897 | 0.0434 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.902 | 0.0222 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.9195 | 0.0198 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.925 | 0.0133 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.925 | 0.0133 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.925 | 0.0133 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.925 | 0.0133 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.925 | 0.0133 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.925 | 0.0133 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.925 | 0.0133 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.925 | 0.0133 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.925 | 0.0133 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.925 | 0.0133 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.9201 | 0.0168 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0107 | 0.0082 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5882 | 0.1104 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.4875 | 0.0063 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.497 | 0.0061 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.5056 | 0.0094 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0241 | 0.0292 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.191 | 0.1248 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.075 | 0.0133 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.075 | 0.0133 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.075 | 0.0133 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.075 | 0.0133 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.075 | 0.0133 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.075 | 0.0133 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.075 | 0.0133 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.075 | 0.0133 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.075 | 0.0133 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.075 | 0.0133 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.075 | 0.0133 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.075 | 0.0133 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.0839 | 0.0219 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0309 | 0.0297 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1103 | 0.0434 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.098 | 0.0222 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.0805 | 0.0198 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.075 | 0.0133 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.075 | 0.0133 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.075 | 0.0133 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.075 | 0.0133 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.075 | 0.0133 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.075 | 0.0133 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.075 | 0.0133 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.075 | 0.0133 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.075 | 0.0133 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.075 | 0.0133 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.0799 | 0.0168 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0107 | 0.0082 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3644 | 0.3016 | 0:00:00.036807 | 0:00:00.007194 | 0:00:00.044001 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.038805 | 0:00:00.007601 | 0:00:00.046406 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.038599 | 0:00:00.007200 | 0:00:00.045799 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.039401 | 0:00:00.007393 | 0:00:00.046794 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.041799 | 0:00:00.008001 | 0:00:00.049800 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.039407 | 0:00:00.007807 | 0:00:00.047214 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.036599 | 0:00:00.008186 | 0:00:00.044786 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.036200 | 0:00:00.007607 | 0:00:00.043806 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.038808 | 0:00:00.007793 | 0:00:00.046601 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.038006 | 0:00:00.008194 | 0:00:00.046200 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.039400 | 0:00:00.007793 | 0:00:00.047193 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.037414 | 0:00:00.007799 | 0:00:00.045214 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.037594 | 0:00:00.007800 | 0:00:00.045394 |\n", "| Average | 0.028 | 0.0232 | 0:00:00.038372 | 0:00:00.007721 | 0:00:00.046093 |\n", "| Std Dev. | 0.0971 | 0.0804 | 0.0014498627 | 0.0003079529 | 0.0015121805 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'dermatology-6'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9861 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9861 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9861 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9861 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9722 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9722 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9722 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9583 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9861 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0133 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.8333 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.8333 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.8333 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.7857 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9143 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0753 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9861 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9861 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9861 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9861 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9722 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9722 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9722 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9583 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9861 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0133 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9926 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9926 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9926 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9926 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9853 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9853 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9853 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9779 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9926 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0071 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9861 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9861 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9861 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9861 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9722 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9722 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9722 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9583 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9861 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0133 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9407 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9407 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9407 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9407 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.8925 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.8925 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.8925 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.8524 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9456 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0496 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9861 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9861 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9861 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9861 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9722 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9722 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9722 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9583 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9861 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0133 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9926 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9926 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9926 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9926 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9853 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9853 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9853 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9779 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9926 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0071 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.8 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.8 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.8 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.8 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.6667 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.6667 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.6667 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.5714 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.8286 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.1506 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 0.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 0.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 0.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 0.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.0139 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.0139 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.0139 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.0139 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.0278 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.0278 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.0278 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.0417 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.0139 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0133 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.138999 | 0:00:00.017003 | 0:00:00.138999 |\n", "| 3 | 1.0 | 0:00:00.135996 | 0:00:00.014001 | 0:00:00.135996 |\n", "| 5 | 1.0 | 0:00:00.135000 | 0:00:00.015000 | 0:00:00.135000 |\n", "| 7 | 1.0 | 0:00:00.143002 | 0:00:00.014001 | 0:00:00.143002 |\n", "| 9 | 1.0 | 0:00:00.135997 | 0:00:00.016000 | 0:00:00.135997 |\n", "| 11 | 0.9926 | 0:00:00.138000 | 0:00:00.015000 | 0:00:00.138000 |\n", "| 13 | 0.9926 | 0:00:00.136000 | 0:00:00.015001 | 0:00:00.136000 |\n", "| 15 | 0.9926 | 0:00:00.134999 | 0:00:00.017001 | 0:00:00.134999 |\n", "| 17 | 0.9926 | 0:00:00.139033 | 0:00:00.015966 | 0:00:00.139033 |\n", "| 19 | 0.9852 | 0:00:00.133035 | 0:00:00.017965 | 0:00:00.133035 |\n", "| 21 | 0.9852 | 0:00:00.134000 | 0:00:00.017002 | 0:00:00.134000 |\n", "| 23 | 0.9852 | 0:00:00.134033 | 0:00:00.016999 | 0:00:00.134033 |\n", "| 25 | 0.9777 | 0:00:00.135966 | 0:00:00.017000 | 0:00:00.135966 |\n", "| Average | 0.9926 | 0:00:00.136466 | 0:00:00.015995 | 0:00:00.076231 |\n", "| Std Dev. | 0.0071 | 0.0025878384026522564 | 0.0012361024128475034 | 0.060269553601992126 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9861 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9861 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9861 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9861 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9861 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9861 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9861 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9861 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9861 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9904 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0064 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9308 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0462 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9861 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9861 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9861 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9861 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9861 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9861 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9861 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9861 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9861 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9904 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0064 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9926 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9926 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9926 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9926 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9926 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9926 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9926 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9926 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9926 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9949 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0034 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9861 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9861 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9861 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9861 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9861 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9861 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9861 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9861 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9861 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9904 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0064 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9407 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9407 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9407 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9407 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9407 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9407 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9407 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9407 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9407 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.959 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0274 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9861 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9861 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9861 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9861 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9861 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9861 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9861 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9861 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9861 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9904 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0064 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9926 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9926 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9926 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9926 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9926 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9926 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9926 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9926 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9926 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9949 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0034 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.8 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.8 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.8 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.8 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.8 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.8 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.8 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.8 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.8615 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0923 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0139 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 0.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 0.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 0.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 0.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.0139 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.0139 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.0139 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.0139 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.0139 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.0139 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.0139 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.0139 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.0096 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0064 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9926 | 0:00:00.139000 | 0:00:00.014998 | 0:00:00.139000 |\n", "| 3 | 1.0 | 0:00:00.135036 | 0:00:00.014967 | 0:00:00.135036 |\n", "| 5 | 1.0 | 0:00:00.137999 | 0:00:00.014998 | 0:00:00.137999 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016034 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.138000 | 0:00:00.015013 | 0:00:00.138000 |\n", "| 11 | 0.9926 | 0:00:00.134953 | 0:00:00.016002 | 0:00:00.134953 |\n", "| 13 | 0.9926 | 0:00:00.138998 | 0:00:00.016000 | 0:00:00.138998 |\n", "| 15 | 0.9926 | 0:00:00.136001 | 0:00:00.016999 | 0:00:00.136001 |\n", "| 17 | 0.9926 | 0:00:00.146000 | 0:00:00.017034 | 0:00:00.146000 |\n", "| 19 | 0.9926 | 0:00:00.133966 | 0:00:00.016999 | 0:00:00.133966 |\n", "| 21 | 0.9926 | 0:00:00.139036 | 0:00:00.016999 | 0:00:00.139036 |\n", "| 23 | 0.9926 | 0:00:00.134967 | 0:00:00.016999 | 0:00:00.134967 |\n", "| 25 | 0.9926 | 0:00:00.136000 | 0:00:00.018004 | 0:00:00.136000 |\n", "| Average | 0.9949 | 0:00:00.137458 | 0:00:00.016234 | 0:00:00.076846 |\n", "| Std Dev. | 0.0034 | 0.002984464782341898 | 0.0009770486554334257 | 0.06065255168436816 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 0.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 0.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 0.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 0.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 0.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 0.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 0.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 0.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 0.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 0.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 0.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 0.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 0.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.135998 | 0:00:00.015001 | 0:00:00.135998 |\n", "| 3 | 1.0 | 0:00:00.137000 | 0:00:00.015000 | 0:00:00.137000 |\n", "| 5 | 1.0 | 0:00:00.135002 | 0:00:00.016000 | 0:00:00.135002 |\n", "| 7 | 1.0 | 0:00:00.136999 | 0:00:00.016002 | 0:00:00.136999 |\n", "| 9 | 1.0 | 0:00:00.143996 | 0:00:00.020003 | 0:00:00.143996 |\n", "| 11 | 1.0 | 0:00:00.147997 | 0:00:00.018001 | 0:00:00.147997 |\n", "| 13 | 1.0 | 0:00:00.169003 | 0:00:00.015998 | 0:00:00.169003 |\n", "| 15 | 1.0 | 0:00:00.159999 | 0:00:00.017000 | 0:00:00.159999 |\n", "| 17 | 1.0 | 0:00:00.143001 | 0:00:00.017998 | 0:00:00.143001 |\n", "| 19 | 1.0 | 0:00:00.138000 | 0:00:00.017000 | 0:00:00.138000 |\n", "| 21 | 1.0 | 0:00:00.142999 | 0:00:00.018001 | 0:00:00.142999 |\n", "| 23 | 1.0 | 0:00:00.142999 | 0:00:00.018035 | 0:00:00.142999 |\n", "| 25 | 1.0 | 0:00:00.140965 | 0:00:00.016999 | 0:00:00.140965 |\n", "| Average | 1.0 | 0:00:00.144151 | 0:00:00.017003 | 0:00:00.080577 |\n", "| Std Dev. | 0.0 | 0.009559578070598188 | 0.001361228369480746 | 0.06393947675786696 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9859 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.9859 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.9859 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.9859 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.9859 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.9859 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.9859 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.9718 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.9718 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.9718 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.9718 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.9718 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.9718 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.9794 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.007 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9926 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.9926 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.9926 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.9926 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.9926 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.9926 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.9926 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.8675 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.8675 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.8675 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.8675 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.8675 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.8675 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.9349 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.0624 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9859 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.9859 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.9859 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.9859 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.9859 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.9859 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.9859 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.9718 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.9718 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.9718 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.9718 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.9718 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.9718 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.9794 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.007 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.875 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.875 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.875 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.875 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.875 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.875 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.8675 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.8675 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.8675 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.8675 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.8675 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.8675 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.8716 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.0037 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9859 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.9859 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.9859 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.9859 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.9859 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.9859 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.9859 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.9718 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.9718 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.9718 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.9718 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.9718 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.9718 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.9794 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.007 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9249 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.9249 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.9249 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.9249 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.9249 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.9249 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.9249 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.8675 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.8675 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.8675 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.8675 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.8675 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.8675 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.8984 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.0286 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9859 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.9859 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.9859 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.9859 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.9859 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.9859 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.9859 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.9718 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.9718 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.9718 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.9718 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.9718 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.9718 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.9794 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.007 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.875 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.875 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.875 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.875 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.875 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.875 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.8675 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.8675 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.8675 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.8675 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.8675 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.8675 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.8716 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.0037 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7641 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.7641 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.7641 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.7641 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.7641 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.7641 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.7641 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.5766 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.5766 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.5766 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.5766 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.5766 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.5766 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.6775 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.0935 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0141 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.0141 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.0141 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.0141 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.0141 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.0141 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.0141 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.0282 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.0282 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.0282 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.0282 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.0282 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.0282 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.0206 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.007 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.866 | 0:00:00.144999 | 0:00:00.014004 | 0:00:00.144999 |\n", "| 3 | 0.866 | 0:00:00.130996 | 0:00:00.014036 | 0:00:00.130996 |\n", "| 5 | 0.866 | 0:00:00.134964 | 0:00:00.013999 | 0:00:00.134964 |\n", "| 7 | 0.866 | 0:00:00.136001 | 0:00:00.015002 | 0:00:00.136001 |\n", "| 9 | 0.866 | 0:00:00.131997 | 0:00:00.015000 | 0:00:00.131997 |\n", "| 11 | 0.866 | 0:00:00.134000 | 0:00:00.015001 | 0:00:00.134000 |\n", "| 13 | 0.866 | 0:00:00.131999 | 0:00:00.015001 | 0:00:00.131999 |\n", "| 15 | 0.8595 | 0:00:00.134000 | 0:00:00.016000 | 0:00:00.134000 |\n", "| 17 | 0.8595 | 0:00:00.135000 | 0:00:00.016000 | 0:00:00.135000 |\n", "| 19 | 0.8595 | 0:00:00.133002 | 0:00:00.017000 | 0:00:00.133002 |\n", "| 21 | 0.8595 | 0:00:00.137001 | 0:00:00.017032 | 0:00:00.137001 |\n", "| 23 | 0.8595 | 0:00:00.130000 | 0:00:00.016001 | 0:00:00.130000 |\n", "| 25 | 0.8595 | 0:00:00.131965 | 0:00:00.017002 | 0:00:00.131965 |\n", "| Average | 0.863 | 0:00:00.134302 | 0:00:00.015468 | 0:00:00.074885 |\n", "| Std Dev. | 0.0032 | 0.003647085150122693 | 0.0010819588191380305 | 0.05947798835832213 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9718 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.9718 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.9718 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.9718 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.9718 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.9577 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.9577 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.9577 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.9577 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.9577 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.9437 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.9437 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.9437 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9599 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0108 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.8333 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.8333 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.8333 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.8333 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.7924 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.7924 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.7924 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.7924 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.7924 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.7423 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.7423 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.7423 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.7966 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0347 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9718 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.9718 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.9718 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.9718 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.9718 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.9577 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.9577 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.9577 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.9577 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.9577 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.9437 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.9437 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.9437 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9599 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0108 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9851 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.9851 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.9851 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.9851 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.9851 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.8601 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.8601 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.8601 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.8601 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.8601 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.8526 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.8526 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.8526 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9064 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0622 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9718 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.9718 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.9718 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.9718 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.9718 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.9577 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.9577 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.9577 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.9577 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.9577 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.9437 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.9437 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.9437 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9599 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0108 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8924 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.8924 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.8924 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.8924 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.8924 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.8221 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.8221 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.8221 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.8221 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.8221 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.7848 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.7848 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.7848 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.8405 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0434 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9718 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.9718 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.9718 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.9718 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.9718 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.9577 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.9577 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.9577 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.9577 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.9577 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.9437 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.9437 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.9437 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9599 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0108 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9851 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.9851 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.9851 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.9851 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.9851 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.8601 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.8601 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.8601 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.8601 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.8601 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.8526 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.8526 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.8526 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9064 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0622 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.6667 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.6667 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.6667 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.6667 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.4641 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.4641 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.4641 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.4641 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.4641 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.3891 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.3891 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.3891 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.5247 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.1158 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0282 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.0282 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.0282 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.0282 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.0282 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.0423 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.0423 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.0423 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.0423 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.0423 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.0563 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.0563 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.0563 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.0401 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0108 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.985 | 0:00:00.137968 | 0:00:00.015001 | 0:00:00.137968 |\n", "| 3 | 0.985 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 5 | 0.985 | 0:00:00.136002 | 0:00:00.014000 | 0:00:00.136002 |\n", "| 7 | 0.985 | 0:00:00.131996 | 0:00:00.015000 | 0:00:00.131996 |\n", "| 9 | 0.985 | 0:00:00.132000 | 0:00:00.015000 | 0:00:00.132000 |\n", "| 11 | 0.853 | 0:00:00.135000 | 0:00:00.016001 | 0:00:00.135000 |\n", "| 13 | 0.853 | 0:00:00.138002 | 0:00:00.016000 | 0:00:00.138002 |\n", "| 15 | 0.853 | 0:00:00.133998 | 0:00:00.016000 | 0:00:00.133998 |\n", "| 17 | 0.853 | 0:00:00.139000 | 0:00:00.016000 | 0:00:00.139000 |\n", "| 19 | 0.853 | 0:00:00.136999 | 0:00:00.017000 | 0:00:00.136999 |\n", "| 21 | 0.8464 | 0:00:00.140001 | 0:00:00.016001 | 0:00:00.140001 |\n", "| 23 | 0.8464 | 0:00:00.132998 | 0:00:00.017001 | 0:00:00.132998 |\n", "| 25 | 0.8464 | 0:00:00.133001 | 0:00:00.017000 | 0:00:00.133001 |\n", "| Average | 0.9022 | 0:00:00.135305 | 0:00:00.015770 | 0:00:00.075537 |\n", "| Std Dev. | 0.0654 | 0.002755127119654309 | 0.0008904605722259664 | 0.059802679604388315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9888 | 0.0105 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9915 | 0.0113 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9915 | 0.0113 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9915 | 0.0113 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9915 | 0.0113 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9832 | 0.0138 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9832 | 0.0138 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9804 | 0.0144 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9804 | 0.0144 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9776 | 0.0144 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9748 | 0.0187 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9748 | 0.0187 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.972 | 0.0199 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9832 | 0.0141 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0069 | 0.003 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9452 | 0.0675 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9652 | 0.066 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9652 | 0.066 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9652 | 0.066 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9652 | 0.066 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.917 | 0.0758 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.917 | 0.0758 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.892 | 0.0668 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.892 | 0.0668 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.8787 | 0.0704 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.8686 | 0.0842 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.8686 | 0.0842 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.8591 | 0.0901 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9153 | 0.0727 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.04 | 0.0082 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9888 | 0.0105 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9915 | 0.0113 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9915 | 0.0113 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9915 | 0.0113 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9915 | 0.0113 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9832 | 0.0138 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9832 | 0.0138 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9804 | 0.0144 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9804 | 0.0144 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9776 | 0.0144 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9748 | 0.0187 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9748 | 0.0187 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.972 | 0.0199 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9832 | 0.0141 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0069 | 0.003 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9705 | 0.0481 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.972 | 0.0489 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.972 | 0.0489 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.972 | 0.0489 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.972 | 0.0489 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9441 | 0.0627 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9441 | 0.0627 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9426 | 0.0644 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9426 | 0.0644 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9411 | 0.0633 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9396 | 0.0653 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9396 | 0.0653 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.9381 | 0.0643 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9531 | 0.0582 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0148 | 0.0075 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9888 | 0.0105 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9915 | 0.0113 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9915 | 0.0113 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9915 | 0.0113 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9915 | 0.0113 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9832 | 0.0138 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9832 | 0.0138 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9804 | 0.0144 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9804 | 0.0144 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9776 | 0.0144 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9748 | 0.0187 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9748 | 0.0187 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.972 | 0.0199 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9832 | 0.0141 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0069 | 0.003 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9516 | 0.0425 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9635 | 0.0459 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9635 | 0.0459 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9635 | 0.0459 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9635 | 0.0459 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9257 | 0.0578 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9257 | 0.0578 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9142 | 0.0624 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9142 | 0.0624 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9046 | 0.0612 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.8971 | 0.0721 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.8971 | 0.0721 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.8891 | 0.0744 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9287 | 0.0574 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0276 | 0.0109 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9888 | 0.0105 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9915 | 0.0113 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9915 | 0.0113 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9915 | 0.0113 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9915 | 0.0113 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9832 | 0.0138 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9832 | 0.0138 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9804 | 0.0144 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9804 | 0.0144 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9776 | 0.0144 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9748 | 0.0187 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9748 | 0.0187 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.972 | 0.0199 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9832 | 0.0141 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0069 | 0.003 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9705 | 0.0481 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.972 | 0.0489 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.972 | 0.0489 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.972 | 0.0489 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.972 | 0.0489 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9441 | 0.0627 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9441 | 0.0627 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9426 | 0.0644 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9426 | 0.0644 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9411 | 0.0633 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9396 | 0.0653 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9396 | 0.0653 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.9381 | 0.0643 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9531 | 0.0582 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0148 | 0.0075 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8462 | 0.133 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.8862 | 0.1428 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.8862 | 0.1428 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.8862 | 0.1428 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.8862 | 0.1428 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.7656 | 0.1722 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.7656 | 0.1722 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.7281 | 0.1881 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.7281 | 0.1881 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.7015 | 0.1855 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.6865 | 0.206 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.6865 | 0.206 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.6674 | 0.2112 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.7785 | 0.1718 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0839 | 0.027 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0112 | 0.0105 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.0085 | 0.0113 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.0085 | 0.0113 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.0085 | 0.0113 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.0085 | 0.0113 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.0168 | 0.0138 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.0168 | 0.0138 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.0196 | 0.0144 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.0196 | 0.0144 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.0224 | 0.0144 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.0252 | 0.0187 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.0252 | 0.0187 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.028 | 0.0199 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.0168 | 0.0141 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0069 | 0.003 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9687 | 0.0516 | 0:00:00.139393 | 0:00:00.015201 | 0:00:00.154594 |\n", "| 3 | 0.9702 | 0.0524 | 0:00:00.134205 | 0:00:00.014601 | 0:00:00.148806 |\n", "| 5 | 0.9702 | 0.0524 | 0:00:00.135794 | 0:00:00.014799 | 0:00:00.150593 |\n", "| 7 | 0.9702 | 0.0524 | 0:00:00.137000 | 0:00:00.015208 | 0:00:00.152207 |\n", "| 9 | 0.9702 | 0.0524 | 0:00:00.136398 | 0:00:00.016203 | 0:00:00.152601 |\n", "| 11 | 0.9409 | 0.0666 | 0:00:00.137990 | 0:00:00.016001 | 0:00:00.153991 |\n", "| 13 | 0.9409 | 0.0666 | 0:00:00.142800 | 0:00:00.015600 | 0:00:00.158400 |\n", "| 15 | 0.9396 | 0.0681 | 0:00:00.139799 | 0:00:00.016600 | 0:00:00.156399 |\n", "| 17 | 0.9396 | 0.0681 | 0:00:00.140407 | 0:00:00.016600 | 0:00:00.157007 |\n", "| 19 | 0.9381 | 0.067 | 0:00:00.135000 | 0:00:00.017193 | 0:00:00.152193 |\n", "| 21 | 0.9368 | 0.0687 | 0:00:00.138607 | 0:00:00.017007 | 0:00:00.155614 |\n", "| 23 | 0.9368 | 0.0687 | 0:00:00.134999 | 0:00:00.017007 | 0:00:00.152006 |\n", "| 25 | 0.9353 | 0.0677 | 0:00:00.135579 | 0:00:00.017201 | 0:00:00.152780 |\n", "| Average | 0.9506 | 0.0617 | 0:00:00.137536 | 0:00:00.016094 | 0:00:00.153630 |\n", "| Std Dev. | 0.0154 | 0.0075 | 0.0024539598 | 0.000892877 | 0.0025991155 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'ecoli-0-1-3-7_vs_2-6'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9825 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9987 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0047 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.8333 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9872 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0444 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9825 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9987 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0047 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9909 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9993 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0024 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9825 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9987 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0047 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.8954 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.992 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0279 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9825 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9987 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0047 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9909 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9993 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0024 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6667 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9744 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0888 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0175 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 0.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 0.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 0.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 0.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 0.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 0.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 0.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 0.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 0.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 0.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 0.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 0.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.0013 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0047 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9909 | 0:00:00.090002 | 0:00:00.011001 | 0:00:00.090002 |\n", "| 3 | 1.0 | 0:00:00.092997 | 0:00:00.012998 | 0:00:00.092997 |\n", "| 5 | 1.0 | 0:00:00.092004 | 0:00:00.011999 | 0:00:00.092004 |\n", "| 7 | 1.0 | 0:00:00.089998 | 0:00:00.013000 | 0:00:00.089998 |\n", "| 9 | 1.0 | 0:00:00.097000 | 0:00:00.012000 | 0:00:00.097000 |\n", "| 11 | 1.0 | 0:00:00.094001 | 0:00:00.012002 | 0:00:00.094001 |\n", "| 13 | 1.0 | 0:00:00.092998 | 0:00:00.011998 | 0:00:00.092998 |\n", "| 15 | 1.0 | 0:00:00.097005 | 0:00:00.011995 | 0:00:00.097005 |\n", "| 17 | 1.0 | 0:00:00.095034 | 0:00:00.013000 | 0:00:00.095034 |\n", "| 19 | 1.0 | 0:00:00.092968 | 0:00:00.012001 | 0:00:00.092968 |\n", "| 21 | 1.0 | 0:00:00.103997 | 0:00:00.013000 | 0:00:00.103997 |\n", "| 23 | 1.0 | 0:00:00.109033 | 0:00:00.024001 | 0:00:00.109033 |\n", "| 25 | 1.0 | 0:00:00.135968 | 0:00:00.012001 | 0:00:00.135968 |\n", "| Average | 0.9993 | 0:00:00.098693 | 0:00:00.013154 | 0:00:00.055923 |\n", "| Std Dev. | 0.0024 | 0.011958575551058843 | 0.0031830858586486266 | 0.0436555993929015 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.9643 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.9643 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.9643 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.9643 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.9643 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.9643 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.9643 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.9643 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.9643 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.9643 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.9643 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.9643 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.9643 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7407 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.7407 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.7407 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.7407 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.7407 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.7407 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.7407 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.7407 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.7407 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.7407 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.7407 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.7407 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.7407 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.7407 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.9643 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.9643 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.9643 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.9643 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.9643 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.9643 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.9643 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.9643 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.9643 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.9643 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.9643 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.9643 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.9643 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7407 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.7407 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.7407 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.7407 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.7407 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.7407 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.7407 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.7407 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.7407 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.7407 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.7407 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.7407 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.7407 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.7407 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.9643 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.9643 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.9643 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.9643 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.9643 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.9643 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.9643 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.9643 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.9643 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.9643 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.9643 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.9643 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.9643 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7407 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.7407 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.7407 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.7407 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.7407 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.7407 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.7407 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.7407 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.7407 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.7407 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.7407 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.7407 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.7407 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.7407 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.9643 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.9643 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.9643 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.9643 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.9643 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.9643 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.9643 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.9643 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.9643 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.9643 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.9643 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.9643 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.9643 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7407 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.7407 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.7407 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.7407 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.7407 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.7407 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.7407 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.7407 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.7407 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.7407 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.7407 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.7407 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.7407 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.7407 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.2679 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.2679 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.2679 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.2679 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.2679 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.2679 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.2679 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.2679 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.2679 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.2679 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.2679 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.2679 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.2679 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.2679 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0357 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.0357 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.0357 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.0357 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.0357 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.0357 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.0357 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.0357 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.0357 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.0357 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.0357 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.0357 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.0357 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.0357 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7005 | 0:00:00.115999 | 0:00:00.010000 | 0:00:00.115999 |\n", "| 3 | 0.7005 | 0:00:00.114003 | 0:00:00.011000 | 0:00:00.114003 |\n", "| 5 | 0.7005 | 0:00:00.102997 | 0:00:00.012001 | 0:00:00.102997 |\n", "| 7 | 0.7005 | 0:00:00.092033 | 0:00:00.010966 | 0:00:00.092033 |\n", "| 9 | 0.7005 | 0:00:00.095035 | 0:00:00.013966 | 0:00:00.095035 |\n", "| 11 | 0.7005 | 0:00:00.096002 | 0:00:00.011997 | 0:00:00.096002 |\n", "| 13 | 0.7005 | 0:00:00.093000 | 0:00:00.013000 | 0:00:00.093000 |\n", "| 15 | 0.7005 | 0:00:00.091035 | 0:00:00.011966 | 0:00:00.091035 |\n", "| 17 | 0.7005 | 0:00:00.093034 | 0:00:00.013000 | 0:00:00.093034 |\n", "| 19 | 0.7005 | 0:00:00.109967 | 0:00:00.011999 | 0:00:00.109967 |\n", "| 21 | 0.7005 | 0:00:00.095002 | 0:00:00.012997 | 0:00:00.095002 |\n", "| 23 | 0.7005 | 0:00:00.094001 | 0:00:00.011999 | 0:00:00.094001 |\n", "| 25 | 0.7005 | 0:00:00.094001 | 0:00:00.017003 | 0:00:00.094001 |\n", "| Average | 0.7005 | 0:00:00.098931 | 0:00:00.012453 | 0:00:00.055692 |\n", "| Std Dev. | 0.0 | 0.008432876970430093 | 0.0016474272872605274 | 0.04366385858603083 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.9821 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.9821 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.9821 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.9821 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.9821 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.9821 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.9821 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.9821 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.9821 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.9821 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.9821 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.9821 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.9821 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4911 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.4911 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.4911 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.4911 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.4911 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.4911 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.4911 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.4911 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.4911 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.4911 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.4911 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.4911 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.4911 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.4911 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.9821 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.9821 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.9821 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.9821 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.9821 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.9821 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.9821 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.9821 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.9821 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.9821 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.9821 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.9821 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.9821 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.5 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.5 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.5 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.5 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.5 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.5 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.5 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.5 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.5 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.5 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.5 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.5 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.5 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.9821 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.9821 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.9821 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.9821 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.9821 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.9821 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.9821 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.9821 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.9821 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.9821 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.9821 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.9821 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.9821 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4955 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.4955 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.4955 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.4955 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.4955 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.4955 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.4955 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.4955 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.4955 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.4955 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.4955 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.4955 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.4955 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.4955 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.9821 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.9821 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.9821 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.9821 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.9821 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.9821 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.9821 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.9821 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.9821 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.9821 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.9821 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.9821 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.9821 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.5 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.5 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.5 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.5 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.5 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.5 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.5 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.5 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.5 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.5 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.5 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.5 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.5 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0179 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.0179 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.0179 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.0179 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.0179 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.0179 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.0179 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.0179 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.0179 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.0179 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.0179 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.0179 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.0179 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.0179 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0179 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.0179 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.0179 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.0179 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.0179 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.0179 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.0179 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.0179 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.0179 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.0179 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.0179 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.0179 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.0179 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.0179 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.098999 | 0:00:00.010000 | 0:00:00.098999 |\n", "| 3 | 0.0 | 0:00:00.093000 | 0:00:00.011001 | 0:00:00.093000 |\n", "| 5 | 0.0 | 0:00:00.091999 | 0:00:00.012001 | 0:00:00.091999 |\n", "| 7 | 0.0 | 0:00:00.100001 | 0:00:00.011000 | 0:00:00.100001 |\n", "| 9 | 0.0 | 0:00:00.096999 | 0:00:00.012001 | 0:00:00.096999 |\n", "| 11 | 0.0 | 0:00:00.095001 | 0:00:00.011999 | 0:00:00.095001 |\n", "| 13 | 0.0 | 0:00:00.096001 | 0:00:00.011000 | 0:00:00.096001 |\n", "| 15 | 0.0 | 0:00:00.092999 | 0:00:00.013000 | 0:00:00.092999 |\n", "| 17 | 0.0 | 0:00:00.100999 | 0:00:00.013000 | 0:00:00.100999 |\n", "| 19 | 0.0 | 0:00:00.099001 | 0:00:00.013002 | 0:00:00.099001 |\n", "| 21 | 0.0 | 0:00:00.096033 | 0:00:00.013999 | 0:00:00.096033 |\n", "| 23 | 0.0 | 0:00:00.095967 | 0:00:00.013000 | 0:00:00.095967 |\n", "| 25 | 0.0 | 0:00:00.094997 | 0:00:00.014035 | 0:00:00.094997 |\n", "| Average | 0.0 | 0:00:00.096307 | 0:00:00.012234 | 0:00:00.054271 |\n", "| Std Dev. | 0.0 | 0.002700218384718248 | 0.0011906409503889572 | 0.04208864259170844 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9973 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0095 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9744 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0888 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9973 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0095 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9818 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9986 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0048 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9973 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0095 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7407 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9801 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0691 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9973 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0095 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9818 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9986 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0048 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.3333 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9487 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.1776 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0357 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 0.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 0.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 0.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 0.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 0.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 0.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 0.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 0.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 0.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 0.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 0.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 0.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.0027 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0095 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9816 | 0:00:00.084963 | 0:00:00.010003 | 0:00:00.084963 |\n", "| 3 | 1.0 | 0:00:00.087999 | 0:00:00.012999 | 0:00:00.087999 |\n", "| 5 | 1.0 | 0:00:00.097001 | 0:00:00.011998 | 0:00:00.097001 |\n", "| 7 | 1.0 | 0:00:00.098001 | 0:00:00.013003 | 0:00:00.098001 |\n", "| 9 | 1.0 | 0:00:00.108997 | 0:00:00.012999 | 0:00:00.108997 |\n", "| 11 | 1.0 | 0:00:00.105999 | 0:00:00.013000 | 0:00:00.105999 |\n", "| 13 | 1.0 | 0:00:00.117002 | 0:00:00.016999 | 0:00:00.117002 |\n", "| 15 | 1.0 | 0:00:00.110000 | 0:00:00.017002 | 0:00:00.110000 |\n", "| 17 | 1.0 | 0:00:00.109000 | 0:00:00.013000 | 0:00:00.109000 |\n", "| 19 | 1.0 | 0:00:00.099001 | 0:00:00.013000 | 0:00:00.099001 |\n", "| 21 | 1.0 | 0:00:00.097998 | 0:00:00.013002 | 0:00:00.097998 |\n", "| 23 | 1.0 | 0:00:00.093999 | 0:00:00.013000 | 0:00:00.093999 |\n", "| 25 | 1.0 | 0:00:00.096998 | 0:00:00.012032 | 0:00:00.096998 |\n", "| Average | 0.9986 | 0:00:00.100535 | 0:00:00.013234 | 0:00:00.056884 |\n", "| Std Dev. | 0.0049 | 0.008842271544133857 | 0.0018021662132236883 | 0.044114755423068315 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 0.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 0.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 0.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 0.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 0.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 0.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 0.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 0.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 0.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 0.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 0.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 0.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 0.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.087000 | 0:00:00.010997 | 0:00:00.087000 |\n", "| 3 | 1.0 | 0:00:00.098002 | 0:00:00.010998 | 0:00:00.098002 |\n", "| 5 | 1.0 | 0:00:00.095000 | 0:00:00.012000 | 0:00:00.095000 |\n", "| 7 | 1.0 | 0:00:00.095000 | 0:00:00.011001 | 0:00:00.095000 |\n", "| 9 | 1.0 | 0:00:00.098999 | 0:00:00.011000 | 0:00:00.098999 |\n", "| 11 | 1.0 | 0:00:00.092002 | 0:00:00.011999 | 0:00:00.092002 |\n", "| 13 | 1.0 | 0:00:00.100004 | 0:00:00.012998 | 0:00:00.100004 |\n", "| 15 | 1.0 | 0:00:00.092032 | 0:00:00.012002 | 0:00:00.092032 |\n", "| 17 | 1.0 | 0:00:00.092998 | 0:00:00.013968 | 0:00:00.092998 |\n", "| 19 | 1.0 | 0:00:00.104999 | 0:00:00.011999 | 0:00:00.104999 |\n", "| 21 | 1.0 | 0:00:00.097036 | 0:00:00.011999 | 0:00:00.097036 |\n", "| 23 | 1.0 | 0:00:00.092964 | 0:00:00.014000 | 0:00:00.092964 |\n", "| 25 | 1.0 | 0:00:00.098002 | 0:00:00.015002 | 0:00:00.098002 |\n", "| Average | 1.0 | 0:00:00.095695 | 0:00:00.012305 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.0043576436798839135 | 0.0012613710992916644 | 0.041818378042054315 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.9893 | 0.0143 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.9893 | 0.0143 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.9893 | 0.0143 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.9893 | 0.0143 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.9893 | 0.0143 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.9893 | 0.0143 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.9893 | 0.0143 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.9893 | 0.0143 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.9893 | 0.0143 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.9893 | 0.0143 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.9893 | 0.0143 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.9893 | 0.0143 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.9885 | 0.0142 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0028 | 0.0002 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7464 | 0.1694 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.8464 | 0.2041 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.8464 | 0.2041 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.8464 | 0.2041 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.8464 | 0.2041 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.8464 | 0.2041 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.8464 | 0.2041 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.8464 | 0.2041 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.8464 | 0.2041 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.8464 | 0.2041 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.8464 | 0.2041 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.8464 | 0.2041 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.8464 | 0.2041 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.8387 | 0.2014 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0266 | 0.0092 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.9893 | 0.0143 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.9893 | 0.0143 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.9893 | 0.0143 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.9893 | 0.0143 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.9893 | 0.0143 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.9893 | 0.0143 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.9893 | 0.0143 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.9893 | 0.0143 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.9893 | 0.0143 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.9893 | 0.0143 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.9893 | 0.0143 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.9893 | 0.0143 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.9885 | 0.0142 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0028 | 0.0002 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8427 | 0.1969 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.8481 | 0.201 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.8481 | 0.201 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.8481 | 0.201 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.8481 | 0.201 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.8481 | 0.201 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.8481 | 0.201 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.8481 | 0.201 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.8481 | 0.201 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.8481 | 0.201 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.8481 | 0.201 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.8481 | 0.201 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.8481 | 0.201 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.8477 | 0.2006 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0015 | 0.0011 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.9893 | 0.0143 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.9893 | 0.0143 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.9893 | 0.0143 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.9893 | 0.0143 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.9893 | 0.0143 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.9893 | 0.0143 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.9893 | 0.0143 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.9893 | 0.0143 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.9893 | 0.0143 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.9893 | 0.0143 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.9893 | 0.0143 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.9893 | 0.0143 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.9885 | 0.0142 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0028 | 0.0002 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7745 | 0.1706 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.8472 | 0.2025 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.8472 | 0.2025 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.8472 | 0.2025 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.8472 | 0.2025 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.8472 | 0.2025 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.8472 | 0.2025 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.8472 | 0.2025 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.8472 | 0.2025 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.8472 | 0.2025 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.8472 | 0.2025 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.8472 | 0.2025 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.8472 | 0.2025 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.8416 | 0.2001 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0194 | 0.0085 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.9893 | 0.0143 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.9893 | 0.0143 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.9893 | 0.0143 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.9893 | 0.0143 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.9893 | 0.0143 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.9893 | 0.0143 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.9893 | 0.0143 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.9893 | 0.0143 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.9893 | 0.0143 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.9893 | 0.0143 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.9893 | 0.0143 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.9893 | 0.0143 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.9885 | 0.0142 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0028 | 0.0002 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8427 | 0.1969 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.8481 | 0.201 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.8481 | 0.201 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.8481 | 0.201 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.8481 | 0.201 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.8481 | 0.201 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.8481 | 0.201 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.8481 | 0.201 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.8481 | 0.201 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.8481 | 0.201 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.8481 | 0.201 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.8481 | 0.201 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.8481 | 0.201 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.8477 | 0.2006 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0015 | 0.0011 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4571 | 0.3414 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.6571 | 0.4273 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.6571 | 0.4273 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.6571 | 0.4273 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.6571 | 0.4273 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.6571 | 0.4273 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.6571 | 0.4273 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.6571 | 0.4273 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.6571 | 0.4273 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.6571 | 0.4273 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.6571 | 0.4273 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.6571 | 0.4273 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.6571 | 0.4273 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.6418 | 0.4207 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0533 | 0.0229 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0214 | 0.0134 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.0107 | 0.0143 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.0107 | 0.0143 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.0107 | 0.0143 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.0107 | 0.0143 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.0107 | 0.0143 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.0107 | 0.0143 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.0107 | 0.0143 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.0107 | 0.0143 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.0107 | 0.0143 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.0107 | 0.0143 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.0107 | 0.0143 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.0107 | 0.0143 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.0115 | 0.0142 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0028 | 0.0002 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7346 | 0.3842 | 0:00:00.095392 | 0:00:00.010400 | 0:00:00.105793 |\n", "| 3 | 0.7401 | 0.3878 | 0:00:00.097200 | 0:00:00.011799 | 0:00:00.109000 |\n", "| 5 | 0.7401 | 0.3878 | 0:00:00.095800 | 0:00:00.012000 | 0:00:00.107800 |\n", "| 7 | 0.7401 | 0.3878 | 0:00:00.095007 | 0:00:00.011794 | 0:00:00.106801 |\n", "| 9 | 0.7401 | 0.3878 | 0:00:00.099406 | 0:00:00.012393 | 0:00:00.111799 |\n", "| 11 | 0.7401 | 0.3878 | 0:00:00.096601 | 0:00:00.012199 | 0:00:00.108800 |\n", "| 13 | 0.7401 | 0.3878 | 0:00:00.099801 | 0:00:00.013199 | 0:00:00.113000 |\n", "| 15 | 0.7401 | 0.3878 | 0:00:00.096614 | 0:00:00.013193 | 0:00:00.109807 |\n", "| 17 | 0.7401 | 0.3878 | 0:00:00.098213 | 0:00:00.013193 | 0:00:00.111406 |\n", "| 19 | 0.7401 | 0.3878 | 0:00:00.101187 | 0:00:00.012400 | 0:00:00.113587 |\n", "| 21 | 0.7401 | 0.3878 | 0:00:00.098013 | 0:00:00.012999 | 0:00:00.111013 |\n", "| 23 | 0.7401 | 0.3878 | 0:00:00.097193 | 0:00:00.015200 | 0:00:00.112393 |\n", "| 25 | 0.7401 | 0.3878 | 0:00:00.103993 | 0:00:00.014014 | 0:00:00.118008 |\n", "| Average | 0.7397 | 0.3875 | 0:00:00.098032 | 0:00:00.012676 | 0:00:00.110708 |\n", "| Std Dev. | 0.0015 | 0.001 | 0.0024352298 | 0.001131427 | 0.003121783 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'ecoli-0-1-4-6_vs_5'\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.9643 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.9643 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.9643 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.9643 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.9643 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.9643 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.9643 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.9643 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.9643 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.9643 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.9643 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.9643 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.9643 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9815 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.9815 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.9815 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.9815 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.9815 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.9815 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.9815 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.9815 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.9815 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.9815 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.9815 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.9815 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.9815 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.9815 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.9643 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.9643 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.9643 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.9643 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.9643 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.9643 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.9643 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.9643 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.9643 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.9643 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.9643 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.9643 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.9643 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.75 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.75 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.75 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.75 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.75 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.75 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.75 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.75 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.75 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.75 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.75 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.75 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.75 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.75 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.9643 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.9643 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.9643 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.9643 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.9643 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.9643 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.9643 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.9643 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.9643 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.9643 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.9643 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.9643 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.9643 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8239 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.8239 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.8239 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.8239 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.8239 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.8239 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.8239 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.8239 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.8239 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.8239 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.8239 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.8239 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.8239 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.8239 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.9643 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.9643 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.9643 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.9643 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.9643 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.9643 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.9643 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.9643 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.9643 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.9643 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.9643 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.9643 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.9643 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.75 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.75 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.75 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.75 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.75 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.75 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.75 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.75 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.75 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.75 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.75 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.75 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.75 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.75 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5357 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.5357 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.5357 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.5357 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.5357 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.5357 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.5357 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.5357 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.5357 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.5357 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.5357 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.5357 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.5357 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.5357 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0357 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.0357 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.0357 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.0357 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.0357 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.0357 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.0357 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.0357 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.0357 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.0357 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.0357 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.0357 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.0357 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.0357 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7071 | 0:00:00.089000 | 0:00:00.011000 | 0:00:00.089000 |\n", "| 3 | 0.7071 | 0:00:00.114000 | 0:00:00.010998 | 0:00:00.114000 |\n", "| 5 | 0.7071 | 0:00:00.093000 | 0:00:00.011000 | 0:00:00.093000 |\n", "| 7 | 0.7071 | 0:00:00.091035 | 0:00:00.012968 | 0:00:00.091035 |\n", "| 9 | 0.7071 | 0:00:00.090997 | 0:00:00.011000 | 0:00:00.090997 |\n", "| 11 | 0.7071 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 13 | 0.7071 | 0:00:00.090035 | 0:00:00.011999 | 0:00:00.090035 |\n", "| 15 | 0.7071 | 0:00:00.113969 | 0:00:00.011998 | 0:00:00.113969 |\n", "| 17 | 0.7071 | 0:00:00.094001 | 0:00:00.013001 | 0:00:00.094001 |\n", "| 19 | 0.7071 | 0:00:00.093998 | 0:00:00.011999 | 0:00:00.093998 |\n", "| 21 | 0.7071 | 0:00:00.117003 | 0:00:00.014001 | 0:00:00.117003 |\n", "| 23 | 0.7071 | 0:00:00.092996 | 0:00:00.013000 | 0:00:00.092996 |\n", "| 25 | 0.7071 | 0:00:00.093003 | 0:00:00.013000 | 0:00:00.093003 |\n", "| Average | 0.7071 | 0:00:00.097464 | 0:00:00.012151 | 0:00:00.054808 |\n", "| Std Dev. | 0.0 | 0.009740553205768205 | 0.0009466123525496089 | 0.04321428867579019 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.9643 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.9643 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.9464 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.9643 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.9643 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.9643 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.9464 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.9464 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.9464 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.9464 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.9464 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.9464 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.9547 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0089 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9815 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.9815 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.9815 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.9727 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.9815 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.9815 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.9815 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.9727 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.9727 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.9727 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.9727 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.9727 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.9727 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.9768 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0044 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.9643 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.9643 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.9464 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.9643 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.9643 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.9643 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.9464 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.9464 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.9464 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.9464 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.9464 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.9464 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.9547 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0089 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.75 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.75 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.625 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.75 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.75 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.75 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.625 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.625 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.625 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.625 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.625 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.625 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.6827 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0623 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.9643 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.9643 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.9464 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.9643 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.9643 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.9643 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.9464 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.9464 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.9464 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.9464 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.9464 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.9464 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.9547 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0089 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8239 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.8239 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.8239 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.686 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.8239 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.8239 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.8239 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.686 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.686 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.686 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.686 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.686 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.686 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.7496 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0688 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.9643 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.9643 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.9464 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.9643 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.9643 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.9643 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.9464 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.9464 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.9464 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.9464 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.9464 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.9464 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.9547 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0089 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.75 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.75 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.625 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.75 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.75 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.75 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.625 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.625 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.625 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.625 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.625 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.625 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.6827 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0623 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5357 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.5357 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.5357 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.3036 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.5357 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.5357 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.5357 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.3036 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.3036 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.3036 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.3036 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.3036 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.3036 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.4107 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.1157 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0357 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.0357 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.0357 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.0536 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.0357 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.0357 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.0357 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.0536 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.0536 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.0536 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.0536 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.0536 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.0536 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.0453 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.0089 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7071 | 0:00:00.091000 | 0:00:00.010999 | 0:00:00.091000 |\n", "| 3 | 0.7071 | 0:00:00.092001 | 0:00:00.012000 | 0:00:00.092001 |\n", "| 5 | 0.7071 | 0:00:00.090998 | 0:00:00.012000 | 0:00:00.090998 |\n", "| 7 | 0.5 | 0:00:00.104999 | 0:00:00.011002 | 0:00:00.104999 |\n", "| 9 | 0.7071 | 0:00:00.092998 | 0:00:00.012040 | 0:00:00.092998 |\n", "| 11 | 0.7071 | 0:00:00.098963 | 0:00:00.012001 | 0:00:00.098963 |\n", "| 13 | 0.7071 | 0:00:00.093997 | 0:00:00.013000 | 0:00:00.093997 |\n", "| 15 | 0.5 | 0:00:00.106002 | 0:00:00.011998 | 0:00:00.106002 |\n", "| 17 | 0.5 | 0:00:00.091002 | 0:00:00.012035 | 0:00:00.091002 |\n", "| 19 | 0.5 | 0:00:00.091999 | 0:00:00.013001 | 0:00:00.091999 |\n", "| 21 | 0.5 | 0:00:00.090964 | 0:00:00.012999 | 0:00:00.090964 |\n", "| 23 | 0.5 | 0:00:00.094003 | 0:00:00.012000 | 0:00:00.094003 |\n", "| 25 | 0.5 | 0:00:00.094997 | 0:00:00.012001 | 0:00:00.094997 |\n", "| Average | 0.5956 | 0:00:00.094917 | 0:00:00.012083 | 0:00:00.053500 |\n", "| Std Dev. | 0.1032 | 0.004999517132281632 | 0.0006147341313172374 | 0.041570013704534295 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 0.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 0.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 0.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 0.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 0.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 0.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 0.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 0.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 0.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 0.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 0.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 0.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 0.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.084998 | 0:00:00.011001 | 0:00:00.084998 |\n", "| 3 | 1.0 | 0:00:00.093002 | 0:00:00.011001 | 0:00:00.093002 |\n", "| 5 | 1.0 | 0:00:00.090000 | 0:00:00.011033 | 0:00:00.090000 |\n", "| 7 | 1.0 | 0:00:00.088964 | 0:00:00.010999 | 0:00:00.088964 |\n", "| 9 | 1.0 | 0:00:00.104001 | 0:00:00.013000 | 0:00:00.104001 |\n", "| 11 | 1.0 | 0:00:00.095001 | 0:00:00.012000 | 0:00:00.095001 |\n", "| 13 | 1.0 | 0:00:00.095999 | 0:00:00.013002 | 0:00:00.095999 |\n", "| 15 | 1.0 | 0:00:00.097999 | 0:00:00.012999 | 0:00:00.097999 |\n", "| 17 | 1.0 | 0:00:00.118001 | 0:00:00.023000 | 0:00:00.118001 |\n", "| 19 | 1.0 | 0:00:00.118000 | 0:00:00.017001 | 0:00:00.118000 |\n", "| 21 | 1.0 | 0:00:00.103000 | 0:00:00.013000 | 0:00:00.103000 |\n", "| 23 | 1.0 | 0:00:00.095998 | 0:00:00.013001 | 0:00:00.095998 |\n", "| 25 | 1.0 | 0:00:00.093999 | 0:00:00.013003 | 0:00:00.093999 |\n", "| Average | 1.0 | 0:00:00.098382 | 0:00:00.013388 | 0:00:00.055885 |\n", "| Std Dev. | 0.0 | 0.009734404195847332 | 0.003173339621750481 | 0.043109229295632726 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9821 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9821 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9821 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9821 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9821 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9821 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9821 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9821 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9821 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9821 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9821 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9821 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9821 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9821 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9821 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9821 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9821 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9821 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9821 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9821 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9821 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9821 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9904 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9904 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9904 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9904 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9904 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9904 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9904 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9904 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9904 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9904 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9904 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9904 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9904 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9904 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9821 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9821 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9821 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9821 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9821 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9821 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9821 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9821 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9821 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9821 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9821 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9396 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9396 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9396 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9396 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9396 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9396 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9396 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9396 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9396 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9396 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9396 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9396 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9396 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9396 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9821 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9821 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9821 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9821 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9821 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9821 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9821 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9821 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9821 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9821 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9821 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9904 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9904 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9904 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9904 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9904 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9904 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9904 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9904 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9904 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9904 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9904 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9904 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9904 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9904 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.8 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.8 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.8 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.8 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.8 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.8 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.8 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.8 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.8 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.8 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.8 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.8 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.8 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0179 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.0179 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.0179 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.0179 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.0179 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.0179 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.0179 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.0179 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.0179 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.0179 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.0179 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.0179 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.0179 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.0179 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9903 | 0:00:00.102999 | 0:00:00.011000 | 0:00:00.102999 |\n", "| 3 | 0.9903 | 0:00:00.095001 | 0:00:00.011035 | 0:00:00.095001 |\n", "| 5 | 0.9903 | 0:00:00.094964 | 0:00:00.013002 | 0:00:00.094964 |\n", "| 7 | 0.9903 | 0:00:00.094998 | 0:00:00.012001 | 0:00:00.094998 |\n", "| 9 | 0.9903 | 0:00:00.093001 | 0:00:00.011999 | 0:00:00.093001 |\n", "| 11 | 0.9903 | 0:00:00.105003 | 0:00:00.012000 | 0:00:00.105003 |\n", "| 13 | 0.9903 | 0:00:00.091998 | 0:00:00.011999 | 0:00:00.091998 |\n", "| 15 | 0.9903 | 0:00:00.091034 | 0:00:00.012968 | 0:00:00.091034 |\n", "| 17 | 0.9903 | 0:00:00.093000 | 0:00:00.013002 | 0:00:00.093000 |\n", "| 19 | 0.9903 | 0:00:00.090995 | 0:00:00.012000 | 0:00:00.090995 |\n", "| 21 | 0.9903 | 0:00:00.091000 | 0:00:00.013001 | 0:00:00.091000 |\n", "| 23 | 0.9903 | 0:00:00.093001 | 0:00:00.012000 | 0:00:00.093001 |\n", "| 25 | 0.9903 | 0:00:00.094999 | 0:00:00.013033 | 0:00:00.094999 |\n", "| Average | 0.9903 | 0:00:00.094769 | 0:00:00.012234 | 0:00:00.053501 |\n", "| Std Dev. | 0.0 | 0.004225585370136507 | 0.0006925449817586563 | 0.04137823000621626 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.9821 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.9821 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.9821 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.9821 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.9821 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.9821 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.9821 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.9821 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.9821 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.9821 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.9821 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9906 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.9906 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.9906 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.9906 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.9906 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.9906 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.9906 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.9906 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.9906 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.9906 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.9906 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.9906 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.9906 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.9906 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.9821 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.9821 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.9821 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.9821 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.9821 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.9821 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.9821 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.9821 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.9821 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.9821 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.9821 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.875 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.875 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.875 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.875 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.875 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.875 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.875 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.875 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.875 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.875 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.875 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.875 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.875 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.9821 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.9821 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.9821 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.9821 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.9821 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.9821 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.9821 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.9821 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.9821 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.9821 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.9821 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9238 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.9238 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.9238 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.9238 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.9238 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.9238 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.9238 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.9238 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.9238 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.9238 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.9238 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.9238 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.9238 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.9238 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9821 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.9821 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.9821 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.9821 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.9821 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.9821 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.9821 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.9821 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.9821 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.9821 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.9821 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.9821 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.9821 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.9821 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.875 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.875 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.875 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.875 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.875 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.875 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.875 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.875 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.875 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.875 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.875 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.875 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.875 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7679 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.7679 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.7679 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.7679 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.7679 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.7679 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.7679 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.7679 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.7679 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.7679 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.7679 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.7679 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.7679 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.7679 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0179 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.0179 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.0179 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.0179 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.0179 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.0179 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.0179 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.0179 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.0179 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.0179 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.0179 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.0179 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.0179 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.0179 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.866 | 0:00:00.098997 | 0:00:00.011002 | 0:00:00.098997 |\n", "| 3 | 0.866 | 0:00:00.100000 | 0:00:00.010998 | 0:00:00.100000 |\n", "| 5 | 0.866 | 0:00:00.089999 | 0:00:00.011001 | 0:00:00.089999 |\n", "| 7 | 0.866 | 0:00:00.106000 | 0:00:00.011000 | 0:00:00.106000 |\n", "| 9 | 0.866 | 0:00:00.094000 | 0:00:00.011999 | 0:00:00.094000 |\n", "| 11 | 0.866 | 0:00:00.091034 | 0:00:00.013970 | 0:00:00.091034 |\n", "| 13 | 0.866 | 0:00:00.090996 | 0:00:00.012001 | 0:00:00.090996 |\n", "| 15 | 0.866 | 0:00:00.091002 | 0:00:00.011997 | 0:00:00.091002 |\n", "| 17 | 0.866 | 0:00:00.113003 | 0:00:00.013002 | 0:00:00.113003 |\n", "| 19 | 0.866 | 0:00:00.091997 | 0:00:00.012999 | 0:00:00.091997 |\n", "| 21 | 0.866 | 0:00:00.091000 | 0:00:00.012001 | 0:00:00.091000 |\n", "| 23 | 0.866 | 0:00:00.106999 | 0:00:00.013002 | 0:00:00.106999 |\n", "| 25 | 0.866 | 0:00:00.092998 | 0:00:00.013000 | 0:00:00.092998 |\n", "| Average | 0.866 | 0:00:00.096771 | 0:00:00.012152 | 0:00:00.054461 |\n", "| Std Dev. | 0.0 | 0.007296178411044601 | 0.0009438862159484633 | 0.04262833970914159 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.9786 | 0.0134 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.9786 | 0.0134 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.975 | 0.0182 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.9786 | 0.0134 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.9786 | 0.0134 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.9786 | 0.0134 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.975 | 0.0182 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.975 | 0.0182 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.975 | 0.0182 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.975 | 0.0182 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.975 | 0.0182 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.975 | 0.0182 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.9766 | 0.016 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0018 | 0.0024 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9707 | 0.036 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.9707 | 0.036 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.9707 | 0.036 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.969 | 0.0357 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.9707 | 0.036 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.9707 | 0.036 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.9707 | 0.036 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.969 | 0.0357 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.969 | 0.0357 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.969 | 0.0357 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.969 | 0.0357 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.969 | 0.0357 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.969 | 0.0357 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.9698 | 0.0358 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0009 | 0.0002 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.9786 | 0.0134 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.9786 | 0.0134 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.975 | 0.0182 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.9786 | 0.0134 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.9786 | 0.0134 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.9786 | 0.0134 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.975 | 0.0182 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.975 | 0.0182 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.975 | 0.0182 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.975 | 0.0182 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.975 | 0.0182 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.975 | 0.0182 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.9766 | 0.016 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0018 | 0.0024 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8731 | 0.1097 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.8731 | 0.1097 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.8731 | 0.1097 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.8481 | 0.1438 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.8731 | 0.1097 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.8731 | 0.1097 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.8731 | 0.1097 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.8481 | 0.1438 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.8481 | 0.1438 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.8481 | 0.1438 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.8481 | 0.1438 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.8481 | 0.1438 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.8481 | 0.1438 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.8596 | 0.1281 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0125 | 0.017 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.9786 | 0.0134 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.9786 | 0.0134 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.975 | 0.0182 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.9786 | 0.0134 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.9786 | 0.0134 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.9786 | 0.0134 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.975 | 0.0182 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.975 | 0.0182 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.975 | 0.0182 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.975 | 0.0182 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.975 | 0.0182 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.975 | 0.0182 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.9766 | 0.016 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0018 | 0.0024 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9022 | 0.0688 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.9022 | 0.0688 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.9022 | 0.0688 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.8747 | 0.11 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.9022 | 0.0688 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.9022 | 0.0688 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.9022 | 0.0688 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.8747 | 0.11 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.8747 | 0.11 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.8747 | 0.11 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.8747 | 0.11 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.8747 | 0.11 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.8747 | 0.11 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.8874 | 0.091 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0138 | 0.0205 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9786 | 0.0134 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.9786 | 0.0134 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.9786 | 0.0134 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.975 | 0.0182 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.9786 | 0.0134 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.9786 | 0.0134 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.9786 | 0.0134 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.975 | 0.0182 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.975 | 0.0182 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.975 | 0.0182 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.975 | 0.0182 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.975 | 0.0182 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.975 | 0.0182 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.9766 | 0.016 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0018 | 0.0024 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8731 | 0.1097 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.8731 | 0.1097 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.8731 | 0.1097 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.8481 | 0.1438 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.8731 | 0.1097 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.8731 | 0.1097 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.8731 | 0.1097 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.8481 | 0.1438 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.8481 | 0.1438 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.8481 | 0.1438 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.8481 | 0.1438 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.8481 | 0.1438 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.8481 | 0.1438 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.8596 | 0.1281 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0125 | 0.017 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7279 | 0.1759 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.7279 | 0.1759 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.7279 | 0.1759 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.6814 | 0.2396 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.7279 | 0.1759 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.7279 | 0.1759 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.7279 | 0.1759 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.6814 | 0.2396 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.6814 | 0.2396 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.6814 | 0.2396 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.6814 | 0.2396 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.6814 | 0.2396 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.6814 | 0.2396 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.7029 | 0.2102 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0231 | 0.0318 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0214 | 0.0134 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.0214 | 0.0134 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.0214 | 0.0134 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.025 | 0.0182 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.0214 | 0.0134 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.0214 | 0.0134 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.0214 | 0.0134 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.025 | 0.0182 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.025 | 0.0182 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.025 | 0.0182 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.025 | 0.0182 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.025 | 0.0182 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.025 | 0.0182 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.0234 | 0.016 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0018 | 0.0024 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8541 | 0.129 | 0:00:00.093399 | 0:00:00.011001 | 0:00:00.104399 |\n", "| 3 | 0.8541 | 0.129 | 0:00:00.098801 | 0:00:00.011206 | 0:00:00.110007 |\n", "| 5 | 0.8541 | 0.129 | 0:00:00.091792 | 0:00:00.011607 | 0:00:00.103399 |\n", "| 7 | 0.8127 | 0.1889 | 0:00:00.097199 | 0:00:00.011594 | 0:00:00.108793 |\n", "| 9 | 0.8541 | 0.129 | 0:00:00.094999 | 0:00:00.012008 | 0:00:00.107007 |\n", "| 11 | 0.8541 | 0.129 | 0:00:00.096800 | 0:00:00.012394 | 0:00:00.109194 |\n", "| 13 | 0.8541 | 0.129 | 0:00:00.092605 | 0:00:00.012400 | 0:00:00.105006 |\n", "| 15 | 0.8127 | 0.1889 | 0:00:00.100001 | 0:00:00.012392 | 0:00:00.112393 |\n", "| 17 | 0.8127 | 0.1889 | 0:00:00.101801 | 0:00:00.014808 | 0:00:00.116609 |\n", "| 19 | 0.8127 | 0.1889 | 0:00:00.097398 | 0:00:00.013400 | 0:00:00.110798 |\n", "| 21 | 0.8127 | 0.1889 | 0:00:00.098593 | 0:00:00.013000 | 0:00:00.111594 |\n", "| 23 | 0.8127 | 0.1889 | 0:00:00.096600 | 0:00:00.012601 | 0:00:00.109200 |\n", "| 25 | 0.8127 | 0.1889 | 0:00:00.093999 | 0:00:00.012808 | 0:00:00.106807 |\n", "| Average | 0.8318 | 0.1613 | 0:00:00.096461 | 0:00:00.012401 | 0:00:00.108862 |\n", "| Std Dev. | 0.0206 | 0.0299 | 0.0028671715 | 0.0009679197 | 0.0034810401 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'ecoli-0-1_vs_5'\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9792 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.9792 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.9792 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.9792 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.9792 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.9792 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.9792 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.9583 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.9792 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.9792 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.9792 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.9792 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.9792 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.9776 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0056 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9889 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.9889 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.9889 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.9889 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.9889 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.9889 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.9889 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.9783 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.9889 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.9889 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.9889 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.9889 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.9889 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.9881 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0028 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9792 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.9792 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.9792 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.9792 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.9792 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.9792 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.9792 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.9583 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.9792 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.9792 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.9792 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.9792 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.9792 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.9776 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0056 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.875 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.875 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.875 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.875 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.875 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.875 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.875 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.75 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.875 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.875 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.875 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.875 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.875 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.8654 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0333 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9792 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.9792 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.9792 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.9792 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.9792 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.9792 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.9792 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.9583 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.9792 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.9792 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.9792 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.9792 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.9792 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.9776 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0056 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.923 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.923 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.923 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.923 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.923 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.923 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.923 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.8222 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.923 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.923 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.923 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.923 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.923 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.9152 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0268 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9792 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.9792 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.9792 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.9792 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.9792 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.9792 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.9792 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.9583 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.9792 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.9792 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.9792 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.9792 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.9792 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.9776 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0056 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.875 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.875 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.875 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.875 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.875 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.875 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.875 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.75 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.875 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.875 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.875 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.875 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.875 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.8654 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0333 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7708 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.7708 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.7708 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.7708 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.7708 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.7708 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.7708 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.5417 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.7708 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.7708 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.7708 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.7708 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.7708 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.7532 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0611 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0208 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.0208 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.0208 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.0208 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.0208 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.0208 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.0208 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.0417 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.0208 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.0208 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.0208 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.0208 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.0208 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.0224 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0056 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.866 | 0:00:00.062967 | 0:00:00.008998 | 0:00:00.062967 |\n", "| 3 | 0.866 | 0:00:00.067034 | 0:00:00.010967 | 0:00:00.067034 |\n", "| 5 | 0.866 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 7 | 0.866 | 0:00:00.067001 | 0:00:00.009998 | 0:00:00.067001 |\n", "| 9 | 0.866 | 0:00:00.080002 | 0:00:00.009000 | 0:00:00.080002 |\n", "| 11 | 0.866 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 13 | 0.866 | 0:00:00.064998 | 0:00:00.010001 | 0:00:00.064998 |\n", "| 15 | 0.7071 | 0:00:00.070000 | 0:00:00.011002 | 0:00:00.070000 |\n", "| 17 | 0.866 | 0:00:00.067997 | 0:00:00.012002 | 0:00:00.067997 |\n", "| 19 | 0.866 | 0:00:00.068999 | 0:00:00.012000 | 0:00:00.068999 |\n", "| 21 | 0.866 | 0:00:00.073999 | 0:00:00.012002 | 0:00:00.073999 |\n", "| 23 | 0.866 | 0:00:00.072000 | 0:00:00.012000 | 0:00:00.072000 |\n", "| 25 | 0.866 | 0:00:00.074000 | 0:00:00.010998 | 0:00:00.074000 |\n", "| Average | 0.8538 | 0:00:00.069231 | 0:00:00.010690 | 0:00:00.039960 |\n", "| Std Dev. | 0.0423 | 0.004528597198475205 | 0.0011356558926346836 | 0.029455999159643368 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.9792 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.9792 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.9792 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.9792 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.9792 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.9792 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.9792 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.9792 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.9792 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.9792 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.9792 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.9792 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.9792 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9889 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.9889 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.9889 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.9889 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.9889 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.9889 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.9889 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.9889 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.9889 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.9889 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.9889 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.9889 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.9889 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.9889 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.9792 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.9792 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.9792 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.9792 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.9792 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.9792 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.9792 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.9792 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.9792 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.9792 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.9792 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.9792 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.9792 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.875 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.875 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.875 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.875 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.875 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.875 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.875 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.875 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.875 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.875 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.875 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.875 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.875 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.9792 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.9792 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.9792 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.9792 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.9792 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.9792 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.9792 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.9792 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.9792 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.9792 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.9792 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.9792 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.9792 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.923 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.923 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.923 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.923 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.923 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.923 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.923 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.923 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.923 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.923 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.923 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.923 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.923 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.923 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.9792 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.9792 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.9792 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.9792 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.9792 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.9792 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.9792 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.9792 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.9792 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.9792 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.9792 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.9792 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.9792 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.875 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.875 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.875 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.875 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.875 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.875 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.875 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.875 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.875 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.875 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.875 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.875 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.875 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7708 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.7708 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.7708 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.7708 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.7708 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.7708 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.7708 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.7708 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.7708 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.7708 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.7708 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.7708 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.7708 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.7708 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0208 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.0208 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.0208 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.0208 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.0208 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.0208 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.0208 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.0208 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.0208 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.0208 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.0208 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.0208 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.0208 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.0208 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.866 | 0:00:00.065002 | 0:00:00.009998 | 0:00:00.065002 |\n", "| 3 | 0.866 | 0:00:00.068002 | 0:00:00.010015 | 0:00:00.068002 |\n", "| 5 | 0.866 | 0:00:00.080982 | 0:00:00.010000 | 0:00:00.080982 |\n", "| 7 | 0.866 | 0:00:00.070999 | 0:00:00.010000 | 0:00:00.070999 |\n", "| 9 | 0.866 | 0:00:00.069004 | 0:00:00.009996 | 0:00:00.069004 |\n", "| 11 | 0.866 | 0:00:00.074003 | 0:00:00.011998 | 0:00:00.074003 |\n", "| 13 | 0.866 | 0:00:00.071999 | 0:00:00.011000 | 0:00:00.071999 |\n", "| 15 | 0.866 | 0:00:00.072003 | 0:00:00.010998 | 0:00:00.072003 |\n", "| 17 | 0.866 | 0:00:00.075001 | 0:00:00.011000 | 0:00:00.075001 |\n", "| 19 | 0.866 | 0:00:00.070001 | 0:00:00.010000 | 0:00:00.070001 |\n", "| 21 | 0.866 | 0:00:00.074001 | 0:00:00.014002 | 0:00:00.074001 |\n", "| 23 | 0.866 | 0:00:00.094998 | 0:00:00.012000 | 0:00:00.094998 |\n", "| 25 | 0.866 | 0:00:00.070998 | 0:00:00.012000 | 0:00:00.070998 |\n", "| Average | 0.866 | 0:00:00.073615 | 0:00:00.011000 | 0:00:00.042308 |\n", "| Std Dev. | 0.0 | 0.007193244165627147 | 0.0011762771694277267 | 0.03172861874822591 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9792 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9792 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9792 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9792 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9792 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9792 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9792 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9792 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9792 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9792 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9792 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9792 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9792 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+----------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9792 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9792 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9792 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9792 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9792 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9792 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9792 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9792 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9792 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9792 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9792 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9792 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9792 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9886 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9886 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9886 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9886 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9886 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9886 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9886 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9886 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9886 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9886 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9886 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9886 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9886 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9886 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9792 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9792 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9792 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9792 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9792 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9792 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9792 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9792 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9792 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9792 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9792 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9792 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9792 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+--------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9387 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9387 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9387 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9387 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9387 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9387 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9387 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9387 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9387 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9387 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9387 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9387 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9387 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9387 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9792 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9792 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9792 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9792 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9792 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9792 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9792 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9792 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9792 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9792 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9792 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9792 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9792 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9792 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9886 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9886 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9886 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9886 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9886 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9886 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9886 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9886 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9886 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9886 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9886 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9886 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9886 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9886 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.8 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.8 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.8 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.8 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.8 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.8 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.8 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.8 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.8 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.8 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.8 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.8 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.8 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.8 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+-----------------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.0208 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.0208 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.0208 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.0208 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.0208 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.0208 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.0208 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.0208 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.0208 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.0208 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.0208 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.0208 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.0208 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.0208 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.9886 | 0:00:00.064999 | 0:00:00.009001 | 0:00:00.064999 |\n", "| 3 | 0.9886 | 0:00:00.070001 | 0:00:00.010003 | 0:00:00.070001 |\n", "| 5 | 0.9886 | 0:00:00.077997 | 0:00:00.011000 | 0:00:00.077997 |\n", "| 7 | 0.9886 | 0:00:00.069036 | 0:00:00.009997 | 0:00:00.069036 |\n", "| 9 | 0.9886 | 0:00:00.068003 | 0:00:00.009964 | 0:00:00.068003 |\n", "| 11 | 0.9886 | 0:00:00.075999 | 0:00:00.011000 | 0:00:00.075999 |\n", "| 13 | 0.9886 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 15 | 0.9886 | 0:00:00.069005 | 0:00:00.009961 | 0:00:00.069005 |\n", "| 17 | 0.9886 | 0:00:00.085999 | 0:00:00.012000 | 0:00:00.085999 |\n", "| 19 | 0.9886 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 21 | 0.9886 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| 23 | 0.9886 | 0:00:00.076001 | 0:00:00.015997 | 0:00:00.076001 |\n", "| 25 | 0.9886 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| Average | 0.9886 | 0:00:00.072003 | 0:00:00.010920 | 0:00:00.041462 |\n", "| Std Dev. | 0.0 | 0.0053900354970638515 | 0.00164160113183954 | 0.03080037671198289 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 0.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 0.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 0.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 0.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 0.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 0.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 0.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 0.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 0.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 0.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 0.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 0.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 0.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 3 | 1.0 | 0:00:00.064999 | 0:00:00.009998 | 0:00:00.064999 |\n", "| 5 | 1.0 | 0:00:00.088001 | 0:00:00.010002 | 0:00:00.088001 |\n", "| 7 | 1.0 | 0:00:00.066998 | 0:00:00.010999 | 0:00:00.066998 |\n", "| 9 | 1.0 | 0:00:00.068001 | 0:00:00.010001 | 0:00:00.068001 |\n", "| 11 | 1.0 | 0:00:00.072998 | 0:00:00.010000 | 0:00:00.072998 |\n", "| 13 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 15 | 1.0 | 0:00:00.068000 | 0:00:00.010000 | 0:00:00.068000 |\n", "| 17 | 1.0 | 0:00:00.070000 | 0:00:00.011034 | 0:00:00.070000 |\n", "| 19 | 1.0 | 0:00:00.067001 | 0:00:00.010965 | 0:00:00.067001 |\n", "| 21 | 1.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 23 | 1.0 | 0:00:00.072997 | 0:00:00.011000 | 0:00:00.072997 |\n", "| 25 | 1.0 | 0:00:00.068033 | 0:00:00.011001 | 0:00:00.068033 |\n", "| Average | 1.0 | 0:00:00.069617 | 0:00:00.010385 | 0:00:00.040001 |\n", "| Std Dev. | 0.0 | 0.005993902300421473 | 0.0004864822972674529 | 0.02991992904524587 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.9375 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.9375 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.9375 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.9375 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.9375 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.9375 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.9375 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.9375 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.9375 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.9375 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.9375 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.9375 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.9375 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9681 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.9681 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.9681 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.9681 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.9681 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.9681 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.9681 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.9681 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.9681 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.9681 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.9681 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.9681 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.9681 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.9681 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.9375 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.9375 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.9375 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.9375 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.9375 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.9375 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.9375 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.9375 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.9375 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.9375 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.9375 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.9375 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.9375 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.625 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.625 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.625 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.625 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.625 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.625 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.625 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.625 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.625 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.625 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.625 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.625 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.625 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.625 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.9375 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.9375 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.9375 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.9375 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.9375 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.9375 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.9375 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.9375 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.9375 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.9375 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.9375 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.9375 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.9375 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6835 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.6835 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.6835 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.6835 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.6835 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.6835 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.6835 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.6835 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.6835 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.6835 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.6835 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.6835 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.6835 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.6835 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.9375 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.9375 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.9375 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.9375 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.9375 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.9375 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.9375 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.9375 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.9375 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.9375 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.9375 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.9375 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.9375 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.625 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.625 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.625 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.625 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.625 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.625 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.625 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.625 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.625 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.625 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.625 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.625 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.625 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.625 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+-------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.3125 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.3125 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.3125 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.3125 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.3125 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.3125 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.3125 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.3125 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.3125 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.3125 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.3125 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.3125 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.3125 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.3125 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0625 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.0625 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.0625 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.0625 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.0625 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.0625 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.0625 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.0625 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.0625 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.0625 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.0625 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.0625 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.0625 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.0625 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.080998 | 0:00:00.010002 | 0:00:00.080998 |\n", "| 3 | 0.5 | 0:00:00.083999 | 0:00:00.016001 | 0:00:00.083999 |\n", "| 5 | 0.5 | 0:00:00.081001 | 0:00:00.011000 | 0:00:00.081001 |\n", "| 7 | 0.5 | 0:00:00.075999 | 0:00:00.013999 | 0:00:00.075999 |\n", "| 9 | 0.5 | 0:00:00.101999 | 0:00:00.011000 | 0:00:00.101999 |\n", "| 11 | 0.5 | 0:00:00.080000 | 0:00:00.011001 | 0:00:00.080000 |\n", "| 13 | 0.5 | 0:00:00.075000 | 0:00:00.011031 | 0:00:00.075000 |\n", "| 15 | 0.5 | 0:00:00.073968 | 0:00:00.011002 | 0:00:00.073968 |\n", "| 17 | 0.5 | 0:00:00.070998 | 0:00:00.011035 | 0:00:00.070998 |\n", "| 19 | 0.5 | 0:00:00.069002 | 0:00:00.010963 | 0:00:00.069002 |\n", "| 21 | 0.5 | 0:00:00.071000 | 0:00:00.011001 | 0:00:00.071000 |\n", "| 23 | 0.5 | 0:00:00.081000 | 0:00:00.011002 | 0:00:00.081000 |\n", "| 25 | 0.5 | 0:00:00.074998 | 0:00:00.010999 | 0:00:00.074998 |\n", "| Average | 0.5 | 0:00:00.078459 | 0:00:00.011541 | 0:00:00.045000 |\n", "| Std Dev. | 0.0 | 0.00812163842685777 | 0.0015489962576736701 | 0.03396567821893627 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.975 | 0.0204 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.975 | 0.0204 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.975 | 0.0204 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.975 | 0.0204 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.975 | 0.0204 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.975 | 0.0204 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.975 | 0.0204 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.9708 | 0.0212 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.975 | 0.0204 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.975 | 0.0204 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.975 | 0.0204 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.975 | 0.0204 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.975 | 0.0204 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.9747 | 0.0205 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0011 | 0.0002 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9692 | 0.0361 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.9692 | 0.0361 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.9692 | 0.0361 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.9692 | 0.0361 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.9692 | 0.0361 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.9692 | 0.0361 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.9692 | 0.0361 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.967 | 0.0352 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.9692 | 0.0361 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.9692 | 0.0361 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.9692 | 0.0361 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.9692 | 0.0361 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.9692 | 0.0361 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.969 | 0.036 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0006 | 0.0002 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.975 | 0.0204 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.975 | 0.0204 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.975 | 0.0204 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.975 | 0.0204 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.975 | 0.0204 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.975 | 0.0204 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.975 | 0.0204 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.9708 | 0.0212 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.975 | 0.0204 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.975 | 0.0204 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.975 | 0.0204 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.975 | 0.0204 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.975 | 0.0204 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.9747 | 0.0205 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0011 | 0.0002 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8727 | 0.1349 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.8727 | 0.1349 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.8727 | 0.1349 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.8727 | 0.1349 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.8727 | 0.1349 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.8727 | 0.1349 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.8727 | 0.1349 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.8477 | 0.1435 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.8727 | 0.1349 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.8727 | 0.1349 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.8727 | 0.1349 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.8727 | 0.1349 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.8727 | 0.1349 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.8708 | 0.1356 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0067 | 0.0023 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.975 | 0.0204 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.975 | 0.0204 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.975 | 0.0204 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.975 | 0.0204 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.975 | 0.0204 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.975 | 0.0204 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.975 | 0.0204 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.9708 | 0.0212 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.975 | 0.0204 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.975 | 0.0204 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.975 | 0.0204 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.975 | 0.0204 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.975 | 0.0204 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.9747 | 0.0205 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0011 | 0.0002 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8936 | 0.1088 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.8936 | 0.1088 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.8936 | 0.1088 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.8936 | 0.1088 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.8936 | 0.1088 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.8936 | 0.1088 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.8936 | 0.1088 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.8735 | 0.1108 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.8936 | 0.1088 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.8936 | 0.1088 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.8936 | 0.1088 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.8936 | 0.1088 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.8936 | 0.1088 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.8921 | 0.109 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0054 | 0.0005 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.975 | 0.0204 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.975 | 0.0204 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.975 | 0.0204 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.975 | 0.0204 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.975 | 0.0204 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.975 | 0.0204 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.975 | 0.0204 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.9708 | 0.0212 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.975 | 0.0204 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.975 | 0.0204 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.975 | 0.0204 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.975 | 0.0204 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.975 | 0.0204 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.9747 | 0.0205 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0011 | 0.0002 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8727 | 0.1349 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.8727 | 0.1349 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.8727 | 0.1349 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.8727 | 0.1349 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.8727 | 0.1349 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.8727 | 0.1349 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.8727 | 0.1349 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.8477 | 0.1435 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.8727 | 0.1349 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.8727 | 0.1349 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.8727 | 0.1349 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.8727 | 0.1349 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.8727 | 0.1349 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.8708 | 0.1356 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0067 | 0.0023 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7308 | 0.226 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.7308 | 0.226 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.7308 | 0.226 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.7308 | 0.226 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.7308 | 0.226 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.7308 | 0.226 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.7308 | 0.226 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.685 | 0.2363 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.7308 | 0.226 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.7308 | 0.226 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.7308 | 0.226 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.7308 | 0.226 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.7308 | 0.226 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.7273 | 0.2268 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0122 | 0.0027 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.025 | 0.0204 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.025 | 0.0204 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.025 | 0.0204 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.025 | 0.0204 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.025 | 0.0204 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.025 | 0.0204 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.025 | 0.0204 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.0292 | 0.0212 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.025 | 0.0204 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.025 | 0.0204 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.025 | 0.0204 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.025 | 0.0204 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.025 | 0.0204 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.0253 | 0.0205 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0011 | 0.0002 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8441 | 0.1814 | 0:00:00.067193 | 0:00:00.009600 | 0:00:00.076793 |\n", "| 3 | 0.8441 | 0.1814 | 0:00:00.070807 | 0:00:00.011397 | 0:00:00.082204 |\n", "| 5 | 0.8441 | 0.1814 | 0:00:00.078796 | 0:00:00.010600 | 0:00:00.089397 |\n", "| 7 | 0.8441 | 0.1814 | 0:00:00.070007 | 0:00:00.010999 | 0:00:00.081005 |\n", "| 9 | 0.8441 | 0.1814 | 0:00:00.077402 | 0:00:00.009992 | 0:00:00.087394 |\n", "| 11 | 0.8441 | 0.1814 | 0:00:00.073600 | 0:00:00.010600 | 0:00:00.084200 |\n", "| 13 | 0.8441 | 0.1814 | 0:00:00.070199 | 0:00:00.010613 | 0:00:00.080812 |\n", "| 15 | 0.8123 | 0.1886 | 0:00:00.070595 | 0:00:00.010592 | 0:00:00.081188 |\n", "| 17 | 0.8441 | 0.1814 | 0:00:00.073999 | 0:00:00.011414 | 0:00:00.085413 |\n", "| 19 | 0.8441 | 0.1814 | 0:00:00.069201 | 0:00:00.010986 | 0:00:00.080186 |\n", "| 21 | 0.8441 | 0.1814 | 0:00:00.071201 | 0:00:00.011601 | 0:00:00.082801 |\n", "| 23 | 0.8441 | 0.1814 | 0:00:00.079399 | 0:00:00.012400 | 0:00:00.091799 |\n", "| 25 | 0.8441 | 0.1814 | 0:00:00.071206 | 0:00:00.011000 | 0:00:00.082206 |\n", "| Average | 0.8417 | 0.182 | 0:00:00.072585 | 0:00:00.010907 | 0:00:00.083492 |\n", "| Std Dev. | 0.0085 | 0.0019 | 0.0036695787 | 0.0006877219 | 0.0039376094 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'ecoli-0-6-7_vs_5'\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9773 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.9545 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.9545 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.9545 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.9545 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.9545 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.9545 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.9545 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.9545 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.9545 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.9545 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.9545 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.9545 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.9563 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0061 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9878 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.9762 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.9762 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.9762 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.9762 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.9762 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.9762 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.9762 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.9762 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.9762 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.9762 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.9762 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.9762 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.9771 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0031 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9773 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.9545 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.9545 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.9545 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.9545 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.9545 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.9545 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.9545 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.9545 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.9545 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.9545 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.9545 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.9545 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.9563 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0061 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.875 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.75 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.75 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.75 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.75 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.75 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.75 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.75 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.75 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.75 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.75 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.75 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.75 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.7596 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0333 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9773 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.9545 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.9545 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.9545 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.9545 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.9545 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.9545 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.9545 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.9545 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.9545 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.9545 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.9545 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.9545 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.9563 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0061 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9224 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.8211 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.8211 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.8211 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.8211 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.8211 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.8211 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.8211 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.8211 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.8211 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.8211 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.8211 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.8211 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.8289 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.027 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9773 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.9545 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.9545 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.9545 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.9545 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.9545 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.9545 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.9545 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.9545 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.9545 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.9545 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.9545 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.9545 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.9563 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0061 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.875 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.75 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.75 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.75 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.75 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.75 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.75 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.75 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.75 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.75 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.75 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.75 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.75 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.7596 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0333 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.7727 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.5455 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.5455 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.5455 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.5455 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.5455 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.5455 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.5455 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.5455 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.5455 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.5455 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.5455 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.5455 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.5629 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0606 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.0227 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.0455 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.0455 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.0455 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.0455 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.0455 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.0455 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.0455 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.0455 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.0455 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.0455 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.0455 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.0455 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.0437 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0061 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.866 | 0:00:00.065032 | 0:00:00.009968 | 0:00:00.065032 |\n", "| 3 | 0.7071 | 0:00:00.066998 | 0:00:00.011000 | 0:00:00.066998 |\n", "| 5 | 0.7071 | 0:00:00.064003 | 0:00:00.009996 | 0:00:00.064003 |\n", "| 7 | 0.7071 | 0:00:00.069000 | 0:00:00.009000 | 0:00:00.069000 |\n", "| 9 | 0.7071 | 0:00:00.060000 | 0:00:00.010003 | 0:00:00.060000 |\n", "| 11 | 0.7071 | 0:00:00.073999 | 0:00:00.010000 | 0:00:00.073999 |\n", "| 13 | 0.7071 | 0:00:00.062999 | 0:00:00.010003 | 0:00:00.062999 |\n", "| 15 | 0.7071 | 0:00:00.061997 | 0:00:00.010002 | 0:00:00.061997 |\n", "| 17 | 0.7071 | 0:00:00.060998 | 0:00:00.011003 | 0:00:00.060998 |\n", "| 19 | 0.7071 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 21 | 0.7071 | 0:00:00.076003 | 0:00:00.011001 | 0:00:00.076003 |\n", "| 23 | 0.7071 | 0:00:00.061996 | 0:00:00.015004 | 0:00:00.061996 |\n", "| 25 | 0.7071 | 0:00:00.065997 | 0:00:00.011001 | 0:00:00.065997 |\n", "| Average | 0.7193 | 0:00:00.065386 | 0:00:00.010614 | 0:00:00.038000 |\n", "| Std Dev. | 0.0423 | 0.0048131611399382865 | 0.001390940908122415 | 0.027614279177324307 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.9773 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.9545 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.9545 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9843 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0187 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.9878 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.9878 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.9762 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.9762 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.9878 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9829 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0358 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.9773 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.9545 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.9545 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9843 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0187 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.875 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.875 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.75 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.75 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.875 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9221 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0928 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.9773 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.9545 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.9545 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9843 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0187 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.9224 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.9224 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.8211 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.8211 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.9224 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.944 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.068 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.9773 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.9545 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.9545 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9843 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0187 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.875 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.875 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.75 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.75 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.875 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9221 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0928 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5852 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.7727 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.7727 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.5455 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.5455 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.7727 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.8457 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.182 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0455 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.0227 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 0.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 0.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 0.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 0.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.0227 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.0455 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.0455 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.0227 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 0.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 0.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 0.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.0157 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.0187 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8551 | 0:00:00.058993 | 0:00:00.009000 | 0:00:00.058993 |\n", "| 3 | 0.866 | 0:00:00.060002 | 0:00:00.009000 | 0:00:00.060002 |\n", "| 5 | 1.0 | 0:00:00.069000 | 0:00:00.010000 | 0:00:00.069000 |\n", "| 7 | 1.0 | 0:00:00.065000 | 0:00:00.009999 | 0:00:00.065000 |\n", "| 9 | 1.0 | 0:00:00.061999 | 0:00:00.009000 | 0:00:00.061999 |\n", "| 11 | 1.0 | 0:00:00.062000 | 0:00:00.011003 | 0:00:00.062000 |\n", "| 13 | 0.866 | 0:00:00.061999 | 0:00:00.009001 | 0:00:00.061999 |\n", "| 15 | 0.7071 | 0:00:00.062998 | 0:00:00.010002 | 0:00:00.062998 |\n", "| 17 | 0.7071 | 0:00:00.062001 | 0:00:00.010997 | 0:00:00.062001 |\n", "| 19 | 0.866 | 0:00:00.061000 | 0:00:00.010003 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.066000 | 0:00:00.011002 | 0:00:00.066000 |\n", "| 23 | 1.0 | 0:00:00.060000 | 0:00:00.011998 | 0:00:00.060000 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| Average | 0.9129 | 0:00:00.062538 | 0:00:00.010154 | 0:00:00.036346 |\n", "| Std Dev. | 0.1066 | 0.0026204051814268286 | 0.0009482698652201675 | 0.026265602829750566 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9545 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.9545 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.9545 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.9545 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.9545 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.9773 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.9773 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.9773 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.9773 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.9685 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0111 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8625 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.8625 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.8625 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.8625 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.8625 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.9878 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.9878 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.9878 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.9878 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.9878 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.9878 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.9878 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.9878 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.9396 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.061 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9545 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.9545 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.9545 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.9545 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.9545 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.9773 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.9773 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.9773 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.9773 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.9685 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0111 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8625 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.8625 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.8625 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.8625 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.8625 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.875 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.875 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.875 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.875 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.875 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.875 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.875 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.875 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.8702 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0061 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9545 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.9545 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.9545 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.9545 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.9545 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.9773 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.9773 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.9773 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.9773 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.9685 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0111 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8625 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.8625 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.8625 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.8625 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.8625 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.9224 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.9224 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.9224 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.9224 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.9224 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.9224 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.9224 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.9224 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.8994 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0291 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9545 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.9545 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.9545 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.9545 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.9545 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.9773 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.9773 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.9773 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.9773 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.9773 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.9685 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0111 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8625 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.8625 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.8625 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.8625 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.8625 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.875 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.875 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.875 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.875 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.875 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.875 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.875 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.875 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.8702 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0061 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.5852 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.5852 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.5852 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.5852 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.5852 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.7727 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.7727 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.7727 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.7727 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.7727 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.7727 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.7727 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.7727 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.7006 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0912 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0455 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.0455 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.0455 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.0455 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.0455 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.0227 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.0227 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.0227 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.0227 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.0227 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.0227 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.0227 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.0227 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.0315 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0111 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8551 | 0:00:00.064999 | 0:00:00.009000 | 0:00:00.064999 |\n", "| 3 | 0.8551 | 0:00:00.068000 | 0:00:00.009001 | 0:00:00.068000 |\n", "| 5 | 0.8551 | 0:00:00.070998 | 0:00:00.011000 | 0:00:00.070998 |\n", "| 7 | 0.8551 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 9 | 0.8551 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 11 | 0.866 | 0:00:00.062000 | 0:00:00.010998 | 0:00:00.062000 |\n", "| 13 | 0.866 | 0:00:00.064002 | 0:00:00.010000 | 0:00:00.064002 |\n", "| 15 | 0.866 | 0:00:00.061998 | 0:00:00.011002 | 0:00:00.061998 |\n", "| 17 | 0.866 | 0:00:00.061001 | 0:00:00.009998 | 0:00:00.061001 |\n", "| 19 | 0.866 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| 21 | 0.866 | 0:00:00.060003 | 0:00:00.010004 | 0:00:00.060003 |\n", "| 23 | 0.866 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 25 | 0.866 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| Average | 0.8618 | 0:00:00.063230 | 0:00:00.010154 | 0:00:00.036692 |\n", "| Std Dev. | 0.0053 | 0.0031659839593887983 | 0.0006614682262292727 | 0.02663652555308934 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.9773 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.9773 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.9773 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.9773 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.9773 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.9773 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.9773 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.9773 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.9773 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.9755 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0061 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.9878 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.9878 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.9878 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.9878 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.9878 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.9878 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.9878 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.9878 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.9878 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.9878 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.9878 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.9878 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.9782 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0334 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.9773 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.9773 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.9773 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.9773 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.9773 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.9773 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.9773 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.9773 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.9773 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.9755 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0061 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.875 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.875 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.875 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.875 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.875 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.875 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.875 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.875 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.875 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.875 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.875 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.875 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.874 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0033 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.9773 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.9773 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.9773 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.9773 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.9773 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.9773 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.9773 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.9773 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.9773 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.9755 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0061 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.9224 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.9224 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.9224 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.9224 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.9224 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.9224 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.9224 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.9224 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.9224 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.9224 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.9224 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.9224 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.9178 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.016 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.9773 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.9773 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.9773 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.9773 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.9773 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.9773 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.9773 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.9773 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.9773 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.9773 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.9773 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.9773 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.9755 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0061 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8625 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.875 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.875 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.875 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.875 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.875 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.875 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.875 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.875 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.875 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.875 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.875 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.875 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.874 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0033 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.5852 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.7727 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.7727 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.7727 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.7727 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.7727 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.7727 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.7727 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.7727 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.7727 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.7727 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.7727 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.7727 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.7583 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.05 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0455 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.0227 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.0227 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.0227 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.0227 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.0227 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.0227 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.0227 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.0227 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.0227 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.0227 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.0227 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.0227 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.0245 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0061 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8551 | 0:00:00.056997 | 0:00:00.008000 | 0:00:00.056997 |\n", "| 3 | 0.866 | 0:00:00.059000 | 0:00:00.009000 | 0:00:00.059000 |\n", "| 5 | 0.866 | 0:00:00.061001 | 0:00:00.011001 | 0:00:00.061001 |\n", "| 7 | 0.866 | 0:00:00.082000 | 0:00:00.009999 | 0:00:00.082000 |\n", "| 9 | 0.866 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 11 | 0.866 | 0:00:00.063000 | 0:00:00.011000 | 0:00:00.063000 |\n", "| 13 | 0.866 | 0:00:00.067000 | 0:00:00.010002 | 0:00:00.067000 |\n", "| 15 | 0.866 | 0:00:00.066998 | 0:00:00.010001 | 0:00:00.066998 |\n", "| 17 | 0.866 | 0:00:00.061001 | 0:00:00.009999 | 0:00:00.061001 |\n", "| 19 | 0.866 | 0:00:00.063997 | 0:00:00.011003 | 0:00:00.063997 |\n", "| 21 | 0.866 | 0:00:00.064999 | 0:00:00.011000 | 0:00:00.064999 |\n", "| 23 | 0.866 | 0:00:00.063002 | 0:00:00.010998 | 0:00:00.063002 |\n", "| 25 | 0.866 | 0:00:00.060999 | 0:00:00.011002 | 0:00:00.060999 |\n", "| Average | 0.8652 | 0:00:00.063846 | 0:00:00.010231 | 0:00:00.037038 |\n", "| Std Dev. | 0.0029 | 0.005959689609451463 | 0.000890551898692054 | 0.027143662514187955 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.9545 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.9545 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.9545 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.9545 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.9545 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.9545 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.9545 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.9545 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.9545 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.9545 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.9545 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.9545 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.9528 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0061 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8089 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.9762 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.9762 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.9762 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.9762 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.9762 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.9762 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.9762 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.9762 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.9762 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.9762 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.9762 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.9762 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.9633 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0446 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.9545 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.9545 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.9545 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.9545 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.9545 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.9545 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.9545 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.9545 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.9545 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.9545 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.9545 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.9545 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.9528 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0061 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.7375 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.75 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.75 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.75 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.75 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.75 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.75 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.75 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.75 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.75 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.75 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.75 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.75 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.749 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0033 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.9545 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.9545 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.9545 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.9545 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.9545 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.9545 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.9545 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.9545 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.9545 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.9545 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.9545 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.9545 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.9528 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0061 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.7672 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.8211 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.8211 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.8211 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.8211 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.8211 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.8211 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.8211 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.8211 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.8211 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.8211 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.8211 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.8211 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.817 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0144 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.9545 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.9545 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.9545 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.9545 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.9545 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.9545 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.9545 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.9545 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.9545 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.9545 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.9545 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.9545 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.9528 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0061 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.7375 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.75 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.75 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.75 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.75 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.75 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.75 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.75 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.75 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.75 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.75 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.75 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.75 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.749 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0033 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.3788 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.5455 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.5455 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.5455 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.5455 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.5455 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.5455 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.5455 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.5455 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.5455 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.5455 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.5455 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.5455 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.5326 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0444 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0682 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.0455 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.0455 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.0455 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.0455 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.0455 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.0455 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.0455 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.0455 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.0455 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.0455 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.0455 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.0455 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.0472 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0061 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.6982 | 0:00:00.063998 | 0:00:00.009001 | 0:00:00.063998 |\n", "| 3 | 0.7071 | 0:00:00.060001 | 0:00:00.009001 | 0:00:00.060001 |\n", "| 5 | 0.7071 | 0:00:00.072999 | 0:00:00.010000 | 0:00:00.072999 |\n", "| 7 | 0.7071 | 0:00:00.070002 | 0:00:00.009001 | 0:00:00.070002 |\n", "| 9 | 0.7071 | 0:00:00.060999 | 0:00:00.009001 | 0:00:00.060999 |\n", "| 11 | 0.7071 | 0:00:00.058996 | 0:00:00.009000 | 0:00:00.058996 |\n", "| 13 | 0.7071 | 0:00:00.060000 | 0:00:00.009001 | 0:00:00.060000 |\n", "| 15 | 0.7071 | 0:00:00.064034 | 0:00:00.009999 | 0:00:00.064034 |\n", "| 17 | 0.7071 | 0:00:00.059966 | 0:00:00.010001 | 0:00:00.059966 |\n", "| 19 | 0.7071 | 0:00:00.059999 | 0:00:00.011000 | 0:00:00.059999 |\n", "| 21 | 0.7071 | 0:00:00.058033 | 0:00:00.009967 | 0:00:00.058033 |\n", "| 23 | 0.7071 | 0:00:00.064003 | 0:00:00.010000 | 0:00:00.064003 |\n", "| 25 | 0.7071 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| Average | 0.7064 | 0:00:00.062541 | 0:00:00.009613 | 0:00:00.036077 |\n", "| Std Dev. | 0.0024 | 0.0042898291573754185 | 0.0006231564776304583 | 0.02664072629889396 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9545 | 0.0144 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.9636 | 0.0111 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.9682 | 0.0182 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.9682 | 0.0182 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.9682 | 0.0182 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.9727 | 0.017 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.9682 | 0.0111 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.9636 | 0.0111 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.9636 | 0.0111 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.9682 | 0.0111 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.9727 | 0.017 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.9727 | 0.017 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.9727 | 0.017 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.9675 | 0.0148 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.005 | 0.0031 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8768 | 0.0592 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.9581 | 0.0481 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.9605 | 0.0498 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.9605 | 0.0498 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.9605 | 0.0498 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.9856 | 0.0089 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.9832 | 0.0057 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.9808 | 0.0057 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.9808 | 0.0057 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.9832 | 0.0057 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.9856 | 0.0089 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.9856 | 0.0089 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.9856 | 0.0089 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.9682 | 0.0242 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.0286 | 0.0216 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9545 | 0.0144 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.9636 | 0.0111 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.9682 | 0.0182 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.9682 | 0.0182 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.9682 | 0.0182 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.9727 | 0.017 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.9682 | 0.0111 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.9636 | 0.0111 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.9636 | 0.0111 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.9682 | 0.0111 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.9727 | 0.017 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.9727 | 0.017 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.9727 | 0.017 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.9675 | 0.0148 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.005 | 0.0031 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.84 | 0.0515 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.8225 | 0.0594 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.8475 | 0.093 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.8475 | 0.093 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.8475 | 0.093 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.85 | 0.0935 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.825 | 0.0612 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.8 | 0.0612 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.8 | 0.0612 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.825 | 0.0612 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.85 | 0.0935 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.85 | 0.0935 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.85 | 0.0935 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.835 | 0.0776 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.018 | 0.0171 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9545 | 0.0144 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.9636 | 0.0111 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.9682 | 0.0182 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.9682 | 0.0182 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.9682 | 0.0182 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.9727 | 0.017 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.9682 | 0.0111 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.9636 | 0.0111 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.9636 | 0.0111 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.9682 | 0.0111 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.9727 | 0.017 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.9727 | 0.017 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.9727 | 0.017 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.9675 | 0.0148 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.005 | 0.0031 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8554 | 0.0498 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.8699 | 0.0454 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.8854 | 0.0682 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.8854 | 0.0682 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.8854 | 0.0682 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.8974 | 0.0684 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.8819 | 0.0496 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.8616 | 0.0496 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.8616 | 0.0496 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.8819 | 0.0496 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.8974 | 0.0684 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.8974 | 0.0684 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.8974 | 0.0684 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.8814 | 0.0594 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.0143 | 0.0097 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9545 | 0.0144 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.9636 | 0.0111 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.9682 | 0.0182 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.9682 | 0.0182 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.9682 | 0.0182 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.9727 | 0.017 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.9682 | 0.0111 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.9636 | 0.0111 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.9636 | 0.0111 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.9682 | 0.0111 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.9727 | 0.017 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.9727 | 0.017 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.9727 | 0.017 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.9675 | 0.0148 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.005 | 0.0031 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.84 | 0.0515 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.8225 | 0.0594 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.8475 | 0.093 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.8475 | 0.093 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.8475 | 0.093 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.85 | 0.0935 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.825 | 0.0612 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.8 | 0.0612 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.8 | 0.0612 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.825 | 0.0612 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.85 | 0.0935 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.85 | 0.0935 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.85 | 0.0935 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.835 | 0.0776 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.018 | 0.0171 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5814 | 0.1247 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.6443 | 0.1058 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.6898 | 0.1765 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.6898 | 0.1765 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.6898 | 0.1765 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.7273 | 0.1701 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.6818 | 0.1113 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.6364 | 0.1113 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.6364 | 0.1113 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.6818 | 0.1113 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.7273 | 0.1701 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.7273 | 0.1701 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.7273 | 0.1701 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.68 | 0.145 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.043 | 0.0303 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0455 | 0.0144 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.0364 | 0.0111 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.0318 | 0.0182 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.0318 | 0.0182 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.0318 | 0.0182 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.0273 | 0.017 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.0318 | 0.0111 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.0364 | 0.0111 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.0364 | 0.0111 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.0318 | 0.0111 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.0273 | 0.017 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.0273 | 0.017 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.0273 | 0.017 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.0325 | 0.0148 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.005 | 0.0031 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8259 | 0.064 | 0:00:00.062004 | 0:00:00.008994 | 0:00:00.070998 |\n", "| 3 | 0.8003 | 0.0762 | 0:00:00.062800 | 0:00:00.009400 | 0:00:00.072200 |\n", "| 5 | 0.8271 | 0.1104 | 0:00:00.067600 | 0:00:00.010400 | 0:00:00.078000 |\n", "| 7 | 0.8271 | 0.1104 | 0:00:00.070201 | 0:00:00.009600 | 0:00:00.079800 |\n", "| 9 | 0.8271 | 0.1104 | 0:00:00.060999 | 0:00:00.009601 | 0:00:00.070600 |\n", "| 11 | 0.8293 | 0.1111 | 0:00:00.063999 | 0:00:00.010400 | 0:00:00.074399 |\n", "| 13 | 0.8025 | 0.0779 | 0:00:00.063200 | 0:00:00.009601 | 0:00:00.072801 |\n", "| 15 | 0.7707 | 0.0779 | 0:00:00.063605 | 0:00:00.010201 | 0:00:00.073806 |\n", "| 17 | 0.7707 | 0.0779 | 0:00:00.060993 | 0:00:00.010400 | 0:00:00.071393 |\n", "| 19 | 0.8025 | 0.0779 | 0:00:00.061399 | 0:00:00.010401 | 0:00:00.071800 |\n", "| 21 | 0.8293 | 0.1111 | 0:00:00.065007 | 0:00:00.010595 | 0:00:00.075602 |\n", "| 23 | 0.8293 | 0.1111 | 0:00:00.061799 | 0:00:00.011800 | 0:00:00.073600 |\n", "| 25 | 0.8293 | 0.1111 | 0:00:00.061998 | 0:00:00.010601 | 0:00:00.072599 |\n", "| Average | 0.8131 | 0.0944 | 0:00:00.063508 | 0:00:00.010153 | 0:00:00.073661 |\n", "| Std Dev. | 0.0211 | 0.0181 | 0.0026188216 | 0.000689495 | 0.0026300174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'ecoli4'\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9853 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.9853 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.9853 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.9853 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.9853 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.9853 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.9853 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.9853 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.9853 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.9853 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.9853 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.9853 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.9853 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.9853 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9923 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.9923 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.9923 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.9923 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.9923 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.9923 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.9923 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.9923 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.9923 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.9923 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.9923 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.9923 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.9923 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.9923 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9853 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.9853 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.9853 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.9853 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.9853 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.9853 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.9853 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.9853 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.9853 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.9853 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.9853 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.9853 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.9853 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.9853 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.875 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.875 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.875 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.875 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.875 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.875 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.875 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.875 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.875 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.875 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.875 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.875 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.875 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9853 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.9853 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.9853 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.9853 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.9853 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.9853 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.9853 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.9853 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.9853 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.9853 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.9853 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.9853 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.9853 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.9853 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9247 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.9247 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.9247 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.9247 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.9247 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.9247 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.9247 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.9247 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.9247 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.9247 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.9247 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.9247 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.9247 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.9247 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9853 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.9853 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.9853 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.9853 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.9853 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.9853 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.9853 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.9853 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.9853 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.9853 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.9853 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.9853 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.9853 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.9853 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.875 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.875 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.875 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.875 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.875 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.875 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.875 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.875 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.875 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.875 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.875 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.875 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.875 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+-------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.7647 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.7647 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.7647 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.7647 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.7647 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.7647 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.7647 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.7647 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.7647 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.7647 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.7647 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.7647 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.7647 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.7647 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0147 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.0147 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.0147 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.0147 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.0147 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.0147 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.0147 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.0147 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.0147 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.0147 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.0147 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.0147 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.0147 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.0147 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.866 | 0:00:00.113000 | 0:00:00.012998 | 0:00:00.113000 |\n", "| 3 | 0.866 | 0:00:00.126003 | 0:00:00.014000 | 0:00:00.126003 |\n", "| 5 | 0.866 | 0:00:00.123000 | 0:00:00.013001 | 0:00:00.123000 |\n", "| 7 | 0.866 | 0:00:00.139997 | 0:00:00.014000 | 0:00:00.139997 |\n", "| 9 | 0.866 | 0:00:00.126002 | 0:00:00.014999 | 0:00:00.126002 |\n", "| 11 | 0.866 | 0:00:00.130003 | 0:00:00.015034 | 0:00:00.130003 |\n", "| 13 | 0.866 | 0:00:00.126965 | 0:00:00.014998 | 0:00:00.126965 |\n", "| 15 | 0.866 | 0:00:00.138000 | 0:00:00.014999 | 0:00:00.138000 |\n", "| 17 | 0.866 | 0:00:00.130000 | 0:00:00.016000 | 0:00:00.130000 |\n", "| 19 | 0.866 | 0:00:00.152036 | 0:00:00.014964 | 0:00:00.152036 |\n", "| 21 | 0.866 | 0:00:00.129002 | 0:00:00.015000 | 0:00:00.129002 |\n", "| 23 | 0.866 | 0:00:00.141034 | 0:00:00.016005 | 0:00:00.141034 |\n", "| 25 | 0.866 | 0:00:00.129960 | 0:00:00.014999 | 0:00:00.129960 |\n", "| Average | 0.866 | 0:00:00.131154 | 0:00:00.014692 | 0:00:00.072923 |\n", "| Std Dev. | 0.0 | 0.00934025859116747 | 0.0009108397833887227 | 0.05860778269907903 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9851 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.9701 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.9701 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.9701 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.9851 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.9851 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.9851 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.9851 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.9701 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.9851 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.9851 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.9851 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.9851 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.9805 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0069 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9922 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.9846 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.9846 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.9846 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.9922 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.9922 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.9922 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.9922 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.9846 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.9922 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.9922 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.9922 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.9922 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.9899 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0035 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9851 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.9701 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.9701 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.9701 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.9851 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.9851 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.9851 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.9851 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.9701 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.9851 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.9851 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.9851 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.9851 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.9805 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0069 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.75 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.75 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.75 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.875 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.875 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.875 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.875 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.75 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.875 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.875 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.875 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.875 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.8365 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0577 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9851 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.9701 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.9701 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.9701 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.9851 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.9851 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.9851 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.9851 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.9701 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.9851 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.9851 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.9851 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.9851 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.9805 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0069 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9246 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.8255 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.8255 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.8255 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.9246 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.9246 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.9246 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.9246 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.8255 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.9246 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.9246 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.9246 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.9246 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.8941 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0457 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9851 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.9701 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.9701 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.9701 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.9851 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.9851 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.9851 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.9851 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.9701 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.9851 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.9851 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.9851 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.9851 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.9805 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0069 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.875 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.75 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.75 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.75 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.875 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.875 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.875 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.875 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.75 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.875 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.875 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.875 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.875 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.8365 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0577 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7649 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.5299 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.5299 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.5299 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.7649 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.7649 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.7649 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.7649 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.5299 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.7649 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.7649 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.7649 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.7649 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.6926 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.1085 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0149 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.0299 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.0299 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.0299 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.0149 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.0149 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.0149 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.0149 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.0299 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.0149 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.0149 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.0149 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.0149 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.0195 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0069 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.866 | 0:00:00.108036 | 0:00:00.013001 | 0:00:00.108036 |\n", "| 3 | 0.7071 | 0:00:00.120961 | 0:00:00.013000 | 0:00:00.120961 |\n", "| 5 | 0.7071 | 0:00:00.120000 | 0:00:00.014000 | 0:00:00.120000 |\n", "| 7 | 0.7071 | 0:00:00.126999 | 0:00:00.013000 | 0:00:00.126999 |\n", "| 9 | 0.866 | 0:00:00.132001 | 0:00:00.014000 | 0:00:00.132001 |\n", "| 11 | 0.866 | 0:00:00.122998 | 0:00:00.014001 | 0:00:00.122998 |\n", "| 13 | 0.866 | 0:00:00.122999 | 0:00:00.015000 | 0:00:00.122999 |\n", "| 15 | 0.866 | 0:00:00.130001 | 0:00:00.015000 | 0:00:00.130001 |\n", "| 17 | 0.7071 | 0:00:00.125999 | 0:00:00.014001 | 0:00:00.125999 |\n", "| 19 | 0.866 | 0:00:00.136999 | 0:00:00.016001 | 0:00:00.136999 |\n", "| 21 | 0.866 | 0:00:00.126999 | 0:00:00.015002 | 0:00:00.126999 |\n", "| 23 | 0.866 | 0:00:00.133034 | 0:00:00.015004 | 0:00:00.133034 |\n", "| 25 | 0.866 | 0:00:00.127962 | 0:00:00.015999 | 0:00:00.127962 |\n", "| Average | 0.8171 | 0:00:00.125768 | 0:00:00.014385 | 0:00:00.070077 |\n", "| Std Dev. | 0.0733 | 0.006959923875591042 | 0.001002977903524434 | 0.05591309758702338 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9851 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9851 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9851 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9966 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0063 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9769 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0421 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9851 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9851 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9851 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9966 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0063 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9921 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9921 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9921 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9982 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0033 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9851 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9851 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9851 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9966 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0063 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9404 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9404 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9404 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9863 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0251 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9851 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9851 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9851 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9966 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0063 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9921 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.9921 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.9921 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9982 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0033 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.8 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.8 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9538 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0843 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0149 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.0149 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.0149 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 0.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 0.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 0.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 0.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 0.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 0.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 0.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 0.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 0.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 0.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.0034 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0063 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.992 | 0:00:00.122001 | 0:00:00.018000 | 0:00:00.122001 |\n", "| 3 | 0.992 | 0:00:00.169000 | 0:00:00.016000 | 0:00:00.169000 |\n", "| 5 | 0.992 | 0:00:00.145000 | 0:00:00.015001 | 0:00:00.145000 |\n", "| 7 | 1.0 | 0:00:00.146999 | 0:00:00.014999 | 0:00:00.146999 |\n", "| 9 | 1.0 | 0:00:00.134034 | 0:00:00.013967 | 0:00:00.134034 |\n", "| 11 | 1.0 | 0:00:00.137000 | 0:00:00.013999 | 0:00:00.137000 |\n", "| 13 | 1.0 | 0:00:00.127002 | 0:00:00.014999 | 0:00:00.127002 |\n", "| 15 | 1.0 | 0:00:00.142003 | 0:00:00.015999 | 0:00:00.142003 |\n", "| 17 | 1.0 | 0:00:00.124998 | 0:00:00.015000 | 0:00:00.124998 |\n", "| 19 | 1.0 | 0:00:00.142000 | 0:00:00.014999 | 0:00:00.142000 |\n", "| 21 | 1.0 | 0:00:00.132001 | 0:00:00.015002 | 0:00:00.132001 |\n", "| 23 | 1.0 | 0:00:00.141998 | 0:00:00.016003 | 0:00:00.141998 |\n", "| 25 | 1.0 | 0:00:00.129997 | 0:00:00.015001 | 0:00:00.129997 |\n", "| Average | 0.9982 | 0:00:00.138002 | 0:00:00.015305 | 0:00:00.076654 |\n", "| Std Dev. | 0.0034 | 0.011772610075452314 | 0.000994783774760792 | 0.061914768839291416 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9701 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.9851 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.9851 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.9851 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.9851 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.9851 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.9851 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.9851 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.9851 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.9851 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.9851 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.9851 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.9851 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.9839 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.004 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8671 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.9922 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.9922 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.9922 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.9922 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.9922 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.9922 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.9922 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.9922 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.9922 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.9922 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.9922 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.9922 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.9826 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.0333 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9701 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.9851 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.9851 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.9851 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.9851 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.9851 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.9851 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.9851 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.9851 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.9851 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.9851 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.9851 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.9851 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.9839 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.004 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8671 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.875 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.875 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.875 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.875 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.875 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.875 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.875 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.875 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.875 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.875 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.875 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.875 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.8744 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.0021 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9701 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.9851 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.9851 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.9851 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.9851 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.9851 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.9851 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.9851 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.9851 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.9851 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.9851 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.9851 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.9851 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.9839 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.004 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8671 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.9246 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.9246 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.9246 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.9246 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.9246 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.9246 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.9246 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.9246 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.9246 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.9246 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.9246 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.9246 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.9202 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.0153 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9701 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.9851 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.9851 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.9851 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.9851 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.9851 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.9851 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.9851 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.9851 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.9851 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.9851 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.9851 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.9851 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.9839 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.004 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8671 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.875 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.875 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.875 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.875 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.875 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.875 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.875 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.875 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.875 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.875 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.875 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.875 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.8744 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.0021 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.5774 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.7649 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.7649 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.7649 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.7649 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.7649 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.7649 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.7649 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.7649 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.7649 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.7649 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.7649 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.7649 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.7505 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.05 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0299 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.0149 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.0149 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.0149 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.0149 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.0149 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.0149 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.0149 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.0149 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.0149 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.0149 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.0149 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.0149 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.0161 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.004 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8591 | 0:00:00.104000 | 0:00:00.013000 | 0:00:00.104000 |\n", "| 3 | 0.866 | 0:00:00.124001 | 0:00:00.013036 | 0:00:00.124001 |\n", "| 5 | 0.866 | 0:00:00.113963 | 0:00:00.013999 | 0:00:00.113963 |\n", "| 7 | 0.866 | 0:00:00.126003 | 0:00:00.019999 | 0:00:00.126003 |\n", "| 9 | 0.866 | 0:00:00.132000 | 0:00:00.019002 | 0:00:00.132000 |\n", "| 11 | 0.866 | 0:00:00.161998 | 0:00:00.015998 | 0:00:00.161998 |\n", "| 13 | 0.866 | 0:00:00.148002 | 0:00:00.014999 | 0:00:00.148002 |\n", "| 15 | 0.866 | 0:00:00.133034 | 0:00:00.015968 | 0:00:00.133034 |\n", "| 17 | 0.866 | 0:00:00.126032 | 0:00:00.015004 | 0:00:00.126032 |\n", "| 19 | 0.866 | 0:00:00.134964 | 0:00:00.020001 | 0:00:00.134964 |\n", "| 21 | 0.866 | 0:00:00.123997 | 0:00:00.014999 | 0:00:00.123997 |\n", "| 23 | 0.866 | 0:00:00.125999 | 0:00:00.015034 | 0:00:00.125999 |\n", "| 25 | 0.866 | 0:00:00.132967 | 0:00:00.016001 | 0:00:00.132967 |\n", "| Average | 0.8655 | 0:00:00.129766 | 0:00:00.015926 | 0:00:00.072846 |\n", "| Std Dev. | 0.0018 | 0.01371928518453055 | 0.0022642750839015962 | 0.05776298125409145 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9701 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.9851 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.9851 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.9851 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.9851 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.9851 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.9851 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.9851 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.9851 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.9851 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.9851 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.9851 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.9851 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.9839 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.004 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8671 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.9922 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.9922 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.9922 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.9922 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.9922 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.9922 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.9922 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.9922 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.9922 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.9922 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.9922 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.9922 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.9826 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.0333 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9701 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.9851 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.9851 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.9851 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.9851 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.9851 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.9851 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.9851 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.9851 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.9851 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.9851 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.9851 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.9851 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.9839 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.004 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8671 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.875 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.875 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.875 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.875 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.875 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.875 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.875 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.875 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.875 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.875 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.875 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.875 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.8744 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.0021 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9701 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.9851 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.9851 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.9851 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.9851 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.9851 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.9851 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.9851 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.9851 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.9851 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.9851 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.9851 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.9851 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.9839 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.004 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8671 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.9246 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.9246 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.9246 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.9246 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.9246 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.9246 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.9246 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.9246 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.9246 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.9246 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.9246 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.9246 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.9202 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.0153 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9701 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.9851 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.9851 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.9851 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.9851 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.9851 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.9851 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.9851 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.9851 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.9851 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.9851 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.9851 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.9851 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.9839 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.004 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8671 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.875 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.875 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.875 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.875 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.875 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.875 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.875 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.875 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.875 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.875 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.875 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.875 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.8744 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.0021 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5774 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.7649 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.7649 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.7649 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.7649 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.7649 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.7649 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.7649 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.7649 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.7649 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.7649 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.7649 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.7649 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.7505 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.05 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0299 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.0149 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.0149 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.0149 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.0149 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.0149 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.0149 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.0149 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.0149 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.0149 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.0149 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.0149 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.0149 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.0161 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.004 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8591 | 0:00:00.119037 | 0:00:00.018000 | 0:00:00.119037 |\n", "| 3 | 0.866 | 0:00:00.119963 | 0:00:00.014001 | 0:00:00.119963 |\n", "| 5 | 0.866 | 0:00:00.119034 | 0:00:00.014002 | 0:00:00.119034 |\n", "| 7 | 0.866 | 0:00:00.131964 | 0:00:00.015032 | 0:00:00.131964 |\n", "| 9 | 0.866 | 0:00:00.124969 | 0:00:00.014000 | 0:00:00.124969 |\n", "| 11 | 0.866 | 0:00:00.130999 | 0:00:00.015034 | 0:00:00.130999 |\n", "| 13 | 0.866 | 0:00:00.136968 | 0:00:00.013999 | 0:00:00.136968 |\n", "| 15 | 0.866 | 0:00:00.127999 | 0:00:00.015005 | 0:00:00.127999 |\n", "| 17 | 0.866 | 0:00:00.125996 | 0:00:00.015001 | 0:00:00.125996 |\n", "| 19 | 0.866 | 0:00:00.137036 | 0:00:00.014997 | 0:00:00.137036 |\n", "| 21 | 0.866 | 0:00:00.126966 | 0:00:00.015000 | 0:00:00.126966 |\n", "| 23 | 0.866 | 0:00:00.129035 | 0:00:00.015999 | 0:00:00.129035 |\n", "| 25 | 0.866 | 0:00:00.125965 | 0:00:00.015001 | 0:00:00.125965 |\n", "| Average | 0.8655 | 0:00:00.127379 | 0:00:00.015005 | 0:00:00.071192 |\n", "| Std Dev. | 0.0018 | 0.005728283820259204 | 0.0010375828198154926 | 0.056337512298757365 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9791 | 0.0073 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.9821 | 0.006 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.9821 | 0.006 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.9851 | 0.0094 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9881 | 0.0059 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9881 | 0.0059 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9881 | 0.0059 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9881 | 0.0059 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.9851 | 0.0094 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9881 | 0.0059 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9881 | 0.0059 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9881 | 0.0059 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9881 | 0.0059 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.986 | 0.0066 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.003 | 0.0013 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9237 | 0.0572 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.9723 | 0.0362 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.9723 | 0.0362 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.9923 | 0.0049 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9938 | 0.0031 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9938 | 0.0031 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9938 | 0.0031 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9938 | 0.0031 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.9923 | 0.0049 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9938 | 0.0031 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9938 | 0.0031 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9938 | 0.0031 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9938 | 0.0031 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.9848 | 0.0126 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.0192 | 0.0174 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9791 | 0.0073 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.9821 | 0.006 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.9821 | 0.006 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.9851 | 0.0094 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9881 | 0.0059 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9881 | 0.0059 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9881 | 0.0059 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9881 | 0.0059 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.9851 | 0.0094 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9881 | 0.0059 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9881 | 0.0059 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9881 | 0.0059 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9881 | 0.0059 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.986 | 0.0066 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.003 | 0.0013 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8952 | 0.0485 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.8734 | 0.0766 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.8734 | 0.0766 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.875 | 0.0791 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9 | 0.05 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9 | 0.05 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9 | 0.05 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9 | 0.05 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.875 | 0.0791 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9 | 0.05 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9 | 0.05 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9 | 0.05 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9 | 0.05 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.8917 | 0.0584 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.0117 | 0.0129 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9791 | 0.0073 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.9821 | 0.006 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.9821 | 0.006 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.9851 | 0.0094 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9881 | 0.0059 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9881 | 0.0059 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9881 | 0.0059 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9881 | 0.0059 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.9851 | 0.0094 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9881 | 0.0059 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9881 | 0.0059 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9881 | 0.0059 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9881 | 0.0059 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.986 | 0.0066 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.003 | 0.0013 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9048 | 0.0313 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.908 | 0.0417 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.908 | 0.0417 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.9199 | 0.0555 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9397 | 0.0301 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9397 | 0.0301 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9397 | 0.0301 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9397 | 0.0301 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.9199 | 0.0555 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9397 | 0.0301 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9397 | 0.0301 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9397 | 0.0301 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9397 | 0.0301 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.9291 | 0.0359 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.014 | 0.0093 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9791 | 0.0073 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.9821 | 0.006 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.9821 | 0.006 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.9851 | 0.0094 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9881 | 0.0059 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9881 | 0.0059 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9881 | 0.0059 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9881 | 0.0059 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.9851 | 0.0094 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9881 | 0.0059 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9881 | 0.0059 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9881 | 0.0059 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9881 | 0.0059 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.986 | 0.0066 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.003 | 0.0013 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8952 | 0.0485 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.8734 | 0.0766 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.8734 | 0.0766 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.875 | 0.0791 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.9 | 0.05 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.9 | 0.05 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.9 | 0.05 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.9 | 0.05 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.875 | 0.0791 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.9 | 0.05 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.9 | 0.05 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.9 | 0.05 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.9 | 0.05 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.8917 | 0.0584 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.0117 | 0.0129 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6969 | 0.0984 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.7249 | 0.0985 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.7249 | 0.0985 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.7649 | 0.1487 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.8119 | 0.0941 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.8119 | 0.0941 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.8119 | 0.0941 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.8119 | 0.0941 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.7649 | 0.1487 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.8119 | 0.0941 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.8119 | 0.0941 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.8119 | 0.0941 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.8119 | 0.0941 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.7824 | 0.1035 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.0407 | 0.0194 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0209 | 0.0073 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.0179 | 0.006 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.0179 | 0.006 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.0149 | 0.0094 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.0119 | 0.0059 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.0119 | 0.0059 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.0119 | 0.0059 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.0119 | 0.0059 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.0149 | 0.0094 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.0119 | 0.0059 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.0119 | 0.0059 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.0119 | 0.0059 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.0119 | 0.0059 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.014 | 0.0066 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.003 | 0.0013 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8885 | 0.0519 | 0:00:00.113215 | 0:00:00.015000 | 0:00:00.128215 |\n", "| 3 | 0.8594 | 0.0905 | 0:00:00.131986 | 0:00:00.014008 | 0:00:00.145993 |\n", "| 5 | 0.8594 | 0.0905 | 0:00:00.124199 | 0:00:00.014001 | 0:00:00.138200 |\n", "| 7 | 0.861 | 0.0928 | 0:00:00.134392 | 0:00:00.015406 | 0:00:00.149798 |\n", "| 9 | 0.8928 | 0.0536 | 0:00:00.129801 | 0:00:00.015194 | 0:00:00.144995 |\n", "| 11 | 0.8928 | 0.0536 | 0:00:00.136600 | 0:00:00.014813 | 0:00:00.151413 |\n", "| 13 | 0.8928 | 0.0536 | 0:00:00.132387 | 0:00:00.014799 | 0:00:00.147186 |\n", "| 15 | 0.8928 | 0.0536 | 0:00:00.134207 | 0:00:00.015394 | 0:00:00.149601 |\n", "| 17 | 0.861 | 0.0928 | 0:00:00.126605 | 0:00:00.015001 | 0:00:00.141606 |\n", "| 19 | 0.8928 | 0.0536 | 0:00:00.140607 | 0:00:00.016192 | 0:00:00.156800 |\n", "| 21 | 0.8928 | 0.0536 | 0:00:00.127793 | 0:00:00.015000 | 0:00:00.142794 |\n", "| 23 | 0.8928 | 0.0536 | 0:00:00.134220 | 0:00:00.015609 | 0:00:00.149829 |\n", "| 25 | 0.8928 | 0.0536 | 0:00:00.129370 | 0:00:00.015400 | 0:00:00.144770 |\n", "| Average | 0.8825 | 0.0652 | 0:00:00.130414 | 0:00:00.015063 | 0:00:00.145477 |\n", "| Std Dev. | 0.0149 | 0.0177 | 0.0065073946 | 0.000576346 | 0.0067658834 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'flare-F'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9533 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.9486 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.9486 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.9486 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.9533 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.9579 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.9579 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.9579 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.9579 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.9579 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.9579 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.9579 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.9579 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.9551 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0039 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.4789 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.606 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.4788 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.4788 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.4789 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.479 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.479 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.479 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.479 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.479 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.479 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.479 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.479 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.4887 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0338 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9533 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.9486 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.9486 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.9486 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.9533 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.9579 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.9579 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.9579 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.9579 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.9579 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.9579 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.9579 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.9579 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.9551 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0039 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.4976 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.5482 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.4951 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.4951 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.4976 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.5 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.5 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.5 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.5 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.5 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.5 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.5 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.5 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.5026 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0133 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9533 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.9486 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.9486 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.9486 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.9533 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.9579 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.9579 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.9579 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.9579 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.9579 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.9579 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.9579 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.9579 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.9551 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0039 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.488 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.5637 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.4868 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.4868 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.488 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.4893 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.4893 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.4893 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.4893 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.4893 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.4893 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.4893 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.4893 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.4944 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.02 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9533 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.9486 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.9486 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.9486 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.9533 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.9579 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.9579 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.9579 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.9579 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.9579 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.9579 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.9579 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.9579 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.9551 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0039 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.4976 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.5482 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.4951 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.4951 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.4976 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.5 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.5 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.5 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.5 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.5 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.5 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.5 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.5 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.5026 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0133 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.0421 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.0652 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.0421 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.0421 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.0421 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.0421 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.0421 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.0421 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.0421 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.0421 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.0421 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.0421 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.0421 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.0438 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0062 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.0467 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.0514 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.0514 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.0514 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.0467 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.0421 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.0421 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.0421 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.0421 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.0421 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.0421 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.0421 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.0421 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.0449 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0039 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.975997 | 0:00:00.041999 | 0:00:00.975997 |\n", "| 3 | 0.3309 | 0:00:01.020035 | 0:00:00.041999 | 0:00:01.020035 |\n", "| 5 | 0.0 | 0:00:01.043968 | 0:00:00.042997 | 0:00:01.043968 |\n", "| 7 | 0.0 | 0:00:01.055035 | 0:00:00.043966 | 0:00:01.055035 |\n", "| 9 | 0.0 | 0:00:01.054001 | 0:00:00.046999 | 0:00:01.054001 |\n", "| 11 | 0.0 | 0:00:01.096037 | 0:00:00.045965 | 0:00:01.096037 |\n", "| 13 | 0.0 | 0:00:01.093998 | 0:00:00.046000 | 0:00:01.093998 |\n", "| 15 | 0.0 | 0:00:01.080003 | 0:00:00.048033 | 0:00:01.080003 |\n", "| 17 | 0.0 | 0:00:01.159965 | 0:00:00.050037 | 0:00:01.159965 |\n", "| 19 | 0.0 | 0:00:01.113966 | 0:00:00.046998 | 0:00:01.113966 |\n", "| 21 | 0.0 | 0:00:01.121034 | 0:00:00.050004 | 0:00:01.121034 |\n", "| 23 | 0.0 | 0:00:01.104963 | 0:00:00.050000 | 0:00:01.104963 |\n", "| 25 | 0.0 | 0:00:01.105999 | 0:00:00.050001 | 0:00:01.105999 |\n", "| Average | 0.0255 | 0:00:01.078846 | 0:00:00.046538 | 0:00:00.562692 |\n", "| Std Dev. | 0.0882 | 0.046390247200273724 | 0.002933432039167105 | 0.5171993646121807 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9531 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.9577 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.9484 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.9531 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.9531 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.9531 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.9531 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.9531 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.9531 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.9531 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.9577 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.9577 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.9577 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.9541 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0027 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4788 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.731 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.4787 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.4788 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.4788 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.4788 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.4788 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.4788 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.4788 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.4788 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.4789 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.4789 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.4789 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.4982 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0672 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9531 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.9577 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.9484 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.9531 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.9531 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.9531 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.9531 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.9531 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.9531 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.9531 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.9577 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.9577 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.9577 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.9541 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0027 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4975 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.5531 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.4951 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.4975 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.4975 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.4975 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.4975 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.4975 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.4975 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.4975 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.5 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.5 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.5 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.5022 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0148 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9531 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.9577 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.9484 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.9531 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.9531 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.9531 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.9531 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.9531 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.9531 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.9531 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.9577 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.9577 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.9577 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.9541 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0027 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.488 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.5801 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.4867 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.488 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.488 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.488 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.488 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.488 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.488 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.488 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.4892 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.4892 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.4892 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.4953 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0245 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9531 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.9577 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.9484 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.9531 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.9531 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.9531 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.9531 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.9531 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.9531 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.9531 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.9577 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.9577 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.9577 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.9541 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0027 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4975 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.5531 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.4951 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.4975 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.4975 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.4975 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.4975 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.4975 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.4975 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.4975 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.5 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.5 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.5 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.5022 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0148 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0423 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.0931 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.0423 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.0423 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.0423 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.0423 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.0423 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.0423 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.0423 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.0423 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.0423 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.0423 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.0423 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.0462 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0136 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0469 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.0423 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.0516 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.0469 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.0469 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.0469 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.0469 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.0469 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.0469 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.0469 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.0423 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.0423 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.0423 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.0459 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0027 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.947966 | 0:00:00.052038 | 0:00:00.947966 |\n", "| 3 | 0.3325 | 0:00:01.008964 | 0:00:00.045998 | 0:00:01.008964 |\n", "| 5 | 0.0 | 0:00:01.107034 | 0:00:00.045001 | 0:00:01.107034 |\n", "| 7 | 0.0 | 0:00:01.050003 | 0:00:00.044997 | 0:00:01.050003 |\n", "| 9 | 0.0 | 0:00:01.079004 | 0:00:00.045996 | 0:00:01.079004 |\n", "| 11 | 0.0 | 0:00:01.182131 | 0:00:00.046837 | 0:00:01.182131 |\n", "| 13 | 0.0 | 0:00:01.097000 | 0:00:00.046997 | 0:00:01.097000 |\n", "| 15 | 0.0 | 0:00:01.124035 | 0:00:00.049965 | 0:00:01.124035 |\n", "| 17 | 0.0 | 0:00:01.098002 | 0:00:00.048999 | 0:00:01.098002 |\n", "| 19 | 0.0 | 0:00:01.097999 | 0:00:00.048000 | 0:00:01.097999 |\n", "| 21 | 0.0 | 0:00:01.130001 | 0:00:00.054002 | 0:00:01.130001 |\n", "| 23 | 0.0 | 0:00:01.252997 | 0:00:00.051034 | 0:00:01.252997 |\n", "| 25 | 0.0 | 0:00:01.133965 | 0:00:00.052001 | 0:00:01.133965 |\n", "| Average | 0.0256 | 0:00:01.100700 | 0:00:00.048605 | 0:00:00.574653 |\n", "| Std Dev. | 0.0886 | 0.07189061874963855 | 0.0028559934490627287 | 0.5285018409655319 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9484 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.9484 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.9531 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.9531 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.9531 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.9531 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.9577 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.9577 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.9577 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.9577 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.9577 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.9577 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.9577 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.9549 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0035 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6059 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.6059 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.6476 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.6476 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.6476 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.6476 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.731 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.731 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.731 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.731 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.731 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.731 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.731 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.6861 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0503 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9484 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.9484 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.9531 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.9531 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.9531 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.9531 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.9577 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.9577 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.9577 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.9577 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.9577 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.9577 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.9577 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.9549 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0035 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5482 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.5482 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.5507 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.5507 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.5507 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.5507 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.5531 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.5531 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.5531 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.5531 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.5531 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.5531 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.5531 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.5516 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0018 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9484 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.9484 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.9531 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.9531 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.9531 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.9531 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.9577 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.9577 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.9577 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.9577 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.9577 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.9577 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.9577 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.9549 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0035 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5636 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.5636 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.5713 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.5713 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.5713 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.5713 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.5801 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.5801 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.5801 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.5801 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.5801 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.5801 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.5801 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.5748 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0062 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9484 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.9484 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.9531 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.9531 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.9531 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.9531 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.9577 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.9577 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.9577 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.9577 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.9577 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.9577 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.9577 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.9549 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0035 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5482 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.5482 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.5507 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.5507 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.5507 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.5507 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.5531 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.5531 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.5531 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.5531 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.5531 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.5531 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.5531 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.5516 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0018 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0653 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.0653 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.0746 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.0746 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.0746 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.0746 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.0931 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.0931 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.0931 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.0931 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.0931 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.0931 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.0931 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.0831 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0112 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0516 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.0516 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.0469 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.0469 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.0469 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.0469 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.0423 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.0423 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.0423 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.0423 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.0423 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.0423 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.0423 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.0451 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0035 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.3309 | 0:00:00.970001 | 0:00:00.043000 | 0:00:00.970001 |\n", "| 3 | 0.3309 | 0:00:01.026999 | 0:00:00.043999 | 0:00:01.026999 |\n", "| 5 | 0.3317 | 0:00:01.070002 | 0:00:00.043998 | 0:00:01.070002 |\n", "| 7 | 0.3317 | 0:00:01.088037 | 0:00:00.044998 | 0:00:01.088037 |\n", "| 9 | 0.3317 | 0:00:01.076000 | 0:00:00.046000 | 0:00:01.076000 |\n", "| 11 | 0.3317 | 0:00:01.132966 | 0:00:00.051001 | 0:00:01.132966 |\n", "| 13 | 0.3325 | 0:00:01.220998 | 0:00:00.052001 | 0:00:01.220998 |\n", "| 15 | 0.3325 | 0:00:01.092010 | 0:00:00.049999 | 0:00:01.092010 |\n", "| 17 | 0.3325 | 0:00:01.149007 | 0:00:00.050000 | 0:00:01.149007 |\n", "| 19 | 0.3325 | 0:00:01.168999 | 0:00:00.057002 | 0:00:01.168999 |\n", "| 21 | 0.3325 | 0:00:01.139999 | 0:00:00.049999 | 0:00:01.139999 |\n", "| 23 | 0.3325 | 0:00:01.145002 | 0:00:00.049001 | 0:00:01.145002 |\n", "| 25 | 0.3325 | 0:00:01.168999 | 0:00:00.051001 | 0:00:01.168999 |\n", "| Average | 0.332 | 0:00:01.111463 | 0:00:00.048615 | 0:00:00.580039 |\n", "| Std Dev. | 0.0006 | 0.06413895372410804 | 0.0038546676741773285 | 0.5333625907400891 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9343 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.9202 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.9249 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.9343 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.9531 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.9531 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.9531 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.9531 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.9531 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.9531 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.9531 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.9577 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.9624 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.9466 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0128 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4807 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.4804 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.4805 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.4807 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.481 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.481 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.481 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.481 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.481 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.481 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.481 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.4811 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.4812 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.4809 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0003 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9343 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.9202 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.9249 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.9343 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.9531 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.9531 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.9531 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.9531 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.9531 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.9531 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.9531 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.9577 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.9624 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.9466 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0128 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4854 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.478 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.4805 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.4854 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.4951 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.4951 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.4951 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.4951 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.4951 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.4951 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.4951 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.4976 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.5 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.4917 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0067 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9343 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.9202 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.9249 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.9343 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.9531 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.9531 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.9531 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.9531 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.9531 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.9531 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.9531 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.9577 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.9624 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.9466 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0128 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.483 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.4792 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.4805 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.483 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.488 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.488 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.488 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.488 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.488 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.488 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.488 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.4892 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.4904 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.4862 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0034 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9343 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.9202 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.9249 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.9343 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.9531 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.9531 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.9531 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.9531 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.9531 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.9531 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.9531 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.9577 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.9624 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.9466 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0128 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4854 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.478 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.4805 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.4854 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.4951 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.4951 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.4951 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.4951 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.4951 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.4951 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.4951 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.4976 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.5 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.4917 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0067 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0376 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.0376 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.0376 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.0376 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.0376 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.0376 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.0376 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.0376 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.0376 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.0376 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.0376 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.0376 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.0376 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.0376 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0657 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.0798 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.0751 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.0657 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.0469 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.0469 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.0469 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.0469 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.0469 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.0469 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.0469 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.0423 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.0376 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.0534 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0128 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.013001 | 0:00:00.041040 | 0:00:01.013001 |\n", "| 3 | 0.0 | 0:00:01.018961 | 0:00:00.047998 | 0:00:01.018961 |\n", "| 5 | 0.0 | 0:00:01.149000 | 0:00:00.044002 | 0:00:01.149000 |\n", "| 7 | 0.0 | 0:00:01.060000 | 0:00:00.044998 | 0:00:01.060000 |\n", "| 9 | 0.0 | 0:00:01.124001 | 0:00:00.045000 | 0:00:01.124001 |\n", "| 11 | 0.0 | 0:00:01.122003 | 0:00:00.045996 | 0:00:01.122003 |\n", "| 13 | 0.0 | 0:00:01.060000 | 0:00:00.049002 | 0:00:01.060000 |\n", "| 15 | 0.0 | 0:00:01.391001 | 0:00:00.053998 | 0:00:01.391001 |\n", "| 17 | 0.0 | 0:00:01.146999 | 0:00:00.048000 | 0:00:01.146999 |\n", "| 19 | 0.0 | 0:00:01.145001 | 0:00:00.053001 | 0:00:01.145001 |\n", "| 21 | 0.0 | 0:00:01.228001 | 0:00:00.058998 | 0:00:01.228001 |\n", "| 23 | 0.0 | 0:00:01.255001 | 0:00:00.055002 | 0:00:01.255001 |\n", "| 25 | 0.0 | 0:00:01.250997 | 0:00:00.055001 | 0:00:01.250997 |\n", "| Average | 0.0 | 0:00:01.151074 | 0:00:00.049387 | 0:00:00.600231 |\n", "| Std Dev. | 0.0 | 0.10340756055747206 | 0.005132269720978949 | 0.5556872127526484 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.939 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.9296 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.9249 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.9296 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.9343 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.9343 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.9343 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.939 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.939 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.9484 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.9484 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.9437 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.9577 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.9386 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0087 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5544 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.5384 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.5328 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.5384 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.5454 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.5454 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.5454 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.5544 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.5544 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.5832 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.5832 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.4809 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.4811 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.5413 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0297 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.939 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.9296 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.9249 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.9296 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.9343 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.9343 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.9343 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.939 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.939 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.9484 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.9484 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.9437 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.9577 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.9386 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0087 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5479 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.543 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.5405 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.543 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.5454 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.5454 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.5454 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.5479 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.5479 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.5527 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.5527 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.4902 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.4976 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.5384 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0193 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.939 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.9296 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.9249 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.9296 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.9343 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.9343 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.9343 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.939 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.939 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.9484 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.9484 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.9437 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.9577 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.9386 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0087 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5509 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.5405 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.5359 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.5405 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.5454 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.5454 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.5454 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.5509 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.5509 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.5636 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.5636 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.4855 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.4892 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.5391 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0234 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.939 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.9296 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.9249 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.9296 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.9343 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.9343 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.9343 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.939 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.939 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.9484 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.9484 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.9437 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.9577 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.9386 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0087 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5479 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.543 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.5405 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.543 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.5454 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.5454 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.5454 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.5479 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.5479 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.5527 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.5527 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.4902 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.4976 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.5384 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0193 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0507 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.0468 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.0454 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.0468 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.0485 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.0485 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.0485 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.0507 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.0507 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.0579 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.0579 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.0376 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.0376 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.0483 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0058 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.061 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.0704 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.0751 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.0704 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.0657 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.0657 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.0657 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.061 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.061 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.0516 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.0516 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.0563 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.0423 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.0614 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.0087 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.3483 | 0:00:01.061000 | 0:00:00.049001 | 0:00:01.061000 |\n", "| 3 | 0.3466 | 0:00:01.094997 | 0:00:00.047000 | 0:00:01.094997 |\n", "| 5 | 0.3457 | 0:00:01.210998 | 0:00:00.048001 | 0:00:01.210998 |\n", "| 7 | 0.3466 | 0:00:01.155001 | 0:00:00.048998 | 0:00:01.155001 |\n", "| 9 | 0.3475 | 0:00:01.249000 | 0:00:00.049000 | 0:00:01.249000 |\n", "| 11 | 0.3475 | 0:00:01.201000 | 0:00:00.062001 | 0:00:01.201000 |\n", "| 13 | 0.3475 | 0:00:01.245000 | 0:00:00.053002 | 0:00:01.245000 |\n", "| 15 | 0.3483 | 0:00:01.240997 | 0:00:00.070000 | 0:00:01.240997 |\n", "| 17 | 0.3483 | 0:00:01.298001 | 0:00:00.077000 | 0:00:01.298001 |\n", "| 19 | 0.3501 | 0:00:01.266999 | 0:00:00.050998 | 0:00:01.266999 |\n", "| 21 | 0.3501 | 0:00:01.408001 | 0:00:00.056002 | 0:00:01.408001 |\n", "| 23 | 0.0 | 0:00:01.218999 | 0:00:00.057001 | 0:00:01.218999 |\n", "| 25 | 0.0 | 0:00:01.184997 | 0:00:00.057000 | 0:00:01.184997 |\n", "| Average | 0.2943 | 0:00:01.218076 | 0:00:00.055770 | 0:00:00.636923 |\n", "| Std Dev. | 0.1255 | 0.0842596808681086 | 0.008772040107769635 | 0.5842323766841472 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9456 | 0.0077 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.9409 | 0.0138 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.94 | 0.0124 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.9437 | 0.0099 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.9493 | 0.0075 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.9503 | 0.0082 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.9512 | 0.0087 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.9522 | 0.0069 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.9522 | 0.0069 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.954 | 0.0036 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.955 | 0.0038 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.955 | 0.0057 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.9587 | 0.0019 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.9498 | 0.0075 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0055 | 0.0032 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5197 | 0.052 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.5923 | 0.0837 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.5237 | 0.0653 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.5248 | 0.0655 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.5263 | 0.0658 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.5264 | 0.0658 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.5431 | 0.0974 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.5449 | 0.0975 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.5449 | 0.0975 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.5506 | 0.0987 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.5506 | 0.0987 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.5302 | 0.1004 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.5302 | 0.1004 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.5391 | 0.0838 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0186 | 0.0173 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9456 | 0.0077 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.9409 | 0.0138 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.94 | 0.0124 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.9437 | 0.0099 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.9493 | 0.0075 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.9503 | 0.0082 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.9512 | 0.0087 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.9522 | 0.0069 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.9522 | 0.0069 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.954 | 0.0036 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.955 | 0.0038 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.955 | 0.0057 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.9587 | 0.0019 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.9498 | 0.0075 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0055 | 0.0032 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5153 | 0.0271 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.5341 | 0.0282 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.5124 | 0.0278 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.5143 | 0.0269 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.5173 | 0.0252 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.5178 | 0.0248 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.5182 | 0.0255 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.5187 | 0.026 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.5187 | 0.026 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.5197 | 0.0272 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.5202 | 0.0268 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.5082 | 0.0227 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.5101 | 0.0215 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.5173 | 0.0258 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9456 | 0.0077 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.9409 | 0.0138 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.94 | 0.0124 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.9437 | 0.0099 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.9493 | 0.0075 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.9503 | 0.0082 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.9512 | 0.0087 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.9522 | 0.0069 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.9522 | 0.0069 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.954 | 0.0036 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.955 | 0.0038 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.955 | 0.0057 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.9587 | 0.0019 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.9498 | 0.0075 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0055 | 0.0032 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5147 | 0.035 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.5454 | 0.0354 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.5122 | 0.0356 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.5139 | 0.0357 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.5161 | 0.0354 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.5164 | 0.0352 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.5181 | 0.038 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.5192 | 0.0389 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.5192 | 0.0389 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.5218 | 0.0412 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.522 | 0.041 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.5067 | 0.0367 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.5076 | 0.0362 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.518 | 0.0372 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0091 | 0.0021 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9456 | 0.0077 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.9409 | 0.0138 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.94 | 0.0124 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.9437 | 0.0099 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.9493 | 0.0075 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.9503 | 0.0082 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.9512 | 0.0087 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.9522 | 0.0069 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.9522 | 0.0069 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.954 | 0.0036 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.955 | 0.0038 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.955 | 0.0057 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.9587 | 0.0019 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.9498 | 0.0075 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0055 | 0.0032 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5153 | 0.0271 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.5341 | 0.0282 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.5124 | 0.0278 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.5143 | 0.0269 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.5173 | 0.0252 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.5178 | 0.0248 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.5182 | 0.0255 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.5187 | 0.026 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.5187 | 0.026 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.5197 | 0.0272 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.5202 | 0.0268 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.5082 | 0.0227 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.5101 | 0.0215 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.5173 | 0.0258 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0476 | 0.0098 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.0616 | 0.0191 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.0484 | 0.0133 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.0486 | 0.0133 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.049 | 0.0133 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.049 | 0.0133 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.0527 | 0.0205 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.0531 | 0.0204 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.0531 | 0.0204 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.0546 | 0.0205 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.0546 | 0.0205 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.0505 | 0.0214 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.0505 | 0.0214 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.0518 | 0.0175 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0037 | 0.004 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0544 | 0.0077 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.0591 | 0.0138 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.06 | 0.0124 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.0563 | 0.0099 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.0507 | 0.0075 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.0497 | 0.0082 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.0488 | 0.0087 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.0478 | 0.0069 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.0478 | 0.0069 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.046 | 0.0036 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.045 | 0.0038 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.045 | 0.0057 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.0413 | 0.0019 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.0502 | 0.0075 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0055 | 0.0032 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1358 | 0.1665 | 0:00:00.993593 | 0:00:00.045416 | 0:00:01.039008 |\n", "| 3 | 0.2682 | 0.1342 | 0:00:01.033991 | 0:00:00.045399 | 0:00:01.079390 |\n", "| 5 | 0.1355 | 0.166 | 0:00:01.116201 | 0:00:00.044800 | 0:00:01.161000 |\n", "| 7 | 0.1357 | 0.1662 | 0:00:01.081615 | 0:00:00.045591 | 0:00:01.127207 |\n", "| 9 | 0.1358 | 0.1664 | 0:00:01.116401 | 0:00:00.046599 | 0:00:01.163000 |\n", "| 11 | 0.1358 | 0.1664 | 0:00:01.146828 | 0:00:00.050360 | 0:00:01.197187 |\n", "| 13 | 0.136 | 0.1666 | 0:00:01.143399 | 0:00:00.049400 | 0:00:01.192800 |\n", "| 15 | 0.1362 | 0.1669 | 0:00:01.185609 | 0:00:00.054399 | 0:00:01.240008 |\n", "| 17 | 0.1362 | 0.1669 | 0:00:01.170395 | 0:00:00.054807 | 0:00:01.225202 |\n", "| 19 | 0.1365 | 0.1673 | 0:00:01.158593 | 0:00:00.051200 | 0:00:01.209792 |\n", "| 21 | 0.1365 | 0.1673 | 0:00:01.205407 | 0:00:00.053801 | 0:00:01.259208 |\n", "| 23 | 0.0665 | 0.133 | 0:00:01.195393 | 0:00:00.052408 | 0:00:01.247800 |\n", "| 25 | 0.0665 | 0.133 | 0:00:01.168991 | 0:00:00.053001 | 0:00:01.221992 |\n", "| Average | 0.1355 | 0.159 | 0:00:01.132032 | 0:00:00.049783 | 0:00:01.181815 |\n", "| Std Dev. | 0.0457 | 0.014 | 0.0607481819 | 0.003650693 | 0.0638630768 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'glass-0-1-6_vs_2'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9231 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.8974 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.8974 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.8974 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.8974 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.8974 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.8974 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.8974 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.8974 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.8994 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0068 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9605 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.4487 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.4487 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.4487 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.4487 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.4487 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.4487 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.4487 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.4487 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.4487 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.4487 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.4487 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.4487 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.4881 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.1364 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9231 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.8974 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.8974 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.8974 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.8974 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.8974 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.8974 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.8974 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.8974 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.8994 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0068 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.625 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.5 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.5 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.5 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.5 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.5 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.5 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.5 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.5 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.5 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.5 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.5096 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0333 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9231 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.8974 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.8974 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.8974 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.8974 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.8974 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.8974 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.8974 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.8974 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.8994 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0068 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6795 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.473 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.473 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.473 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.473 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.473 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.473 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.473 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.473 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.473 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.473 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.473 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.473 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.4889 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.055 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9231 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.8974 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.8974 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.8974 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.8974 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.8974 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.8974 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.8974 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.8974 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.8994 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0068 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.625 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.5 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.5 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.5 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.5 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.5 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.5 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.5 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.5 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.5 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.5 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.5096 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0333 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.3269 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.1026 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.1026 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.1026 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.1026 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.1026 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.1026 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.1026 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.1026 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.1026 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.1026 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.1026 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.1026 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.1198 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0598 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0769 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.1026 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.1026 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.1026 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.1026 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.1026 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.1026 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.1026 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.1026 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.1026 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.1026 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.1026 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.1026 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.1006 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.0068 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 3 | 0.0 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 5 | 0.0 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 7 | 0.0 | 0:00:00.050997 | 0:00:00.009004 | 0:00:00.050997 |\n", "| 9 | 0.0 | 0:00:00.048998 | 0:00:00.007998 | 0:00:00.048998 |\n", "| 11 | 0.0 | 0:00:00.056003 | 0:00:00.010033 | 0:00:00.056003 |\n", "| 13 | 0.0 | 0:00:00.051964 | 0:00:00.008999 | 0:00:00.051964 |\n", "| 15 | 0.0 | 0:00:00.053001 | 0:00:00.008000 | 0:00:00.053001 |\n", "| 17 | 0.0 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.0 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 21 | 0.0 | 0:00:00.048001 | 0:00:00.008999 | 0:00:00.048001 |\n", "| 23 | 0.0 | 0:00:00.051999 | 0:00:00.008001 | 0:00:00.051999 |\n", "| 25 | 0.0 | 0:00:00.048999 | 0:00:00.009000 | 0:00:00.048999 |\n", "| Average | 0.0385 | 0:00:00.050151 | 0:00:00.008541 | 0:00:00.029346 |\n", "| Std Dev. | 0.1332 | 0.002379354566098883 | 0.000640265800454968 | 0.020877709436606082 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8718 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.8462 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.8974 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.8974 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.8974 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.8974 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.8974 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.8974 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.8974 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.8974 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.8915 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0148 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.625 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.4459 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.4487 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.4487 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.4487 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.4487 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.4487 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.4487 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.4487 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.4487 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.4487 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.4487 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.4487 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.4621 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.047 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8718 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.8462 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.8974 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.8974 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.8974 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.8974 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.8974 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.8974 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.8974 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.8974 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.8915 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0148 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.5964 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.4714 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.5 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.5 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.5 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.5 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.5 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.5 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.5 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.5 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.5 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.5 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.5052 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0274 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8718 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.8462 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.8974 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.8974 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.8974 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.8974 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.8974 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.8974 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.8974 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.8974 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.8915 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0148 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.6076 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.4583 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.473 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.473 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.473 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.473 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.473 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.473 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.473 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.473 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.473 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.473 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.473 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.4822 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0364 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8718 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.8462 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.8974 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.8974 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.8974 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.8974 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.8974 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.8974 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.8974 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.8974 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.8974 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.8974 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.8974 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.8915 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0148 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.5964 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.4714 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.5 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.5 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.5 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.5 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.5 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.5 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.5 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.5 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.5 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.5 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.5 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.5052 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0274 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.1603 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.1026 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.1026 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.1026 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.1026 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.1026 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.1026 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.1026 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.1026 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.1026 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.1026 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.1026 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.1026 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.107 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0154 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.1282 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.1538 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.1026 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.1026 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.1026 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.1026 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.1026 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.1026 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.1026 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.1026 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.1026 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.1026 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.1026 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.1085 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.0148 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4855 | 0:00:00.045997 | 0:00:00.008034 | 0:00:00.045997 |\n", "| 3 | 0.0 | 0:00:00.047000 | 0:00:00.007000 | 0:00:00.047000 |\n", "| 5 | 0.0 | 0:00:00.046004 | 0:00:00.007963 | 0:00:00.046004 |\n", "| 7 | 0.0 | 0:00:00.048000 | 0:00:00.008001 | 0:00:00.048000 |\n", "| 9 | 0.0 | 0:00:00.050999 | 0:00:00.007998 | 0:00:00.050999 |\n", "| 11 | 0.0 | 0:00:00.048001 | 0:00:00.008000 | 0:00:00.048001 |\n", "| 13 | 0.0 | 0:00:00.048000 | 0:00:00.008000 | 0:00:00.048000 |\n", "| 15 | 0.0 | 0:00:00.047998 | 0:00:00.010000 | 0:00:00.047998 |\n", "| 17 | 0.0 | 0:00:00.048001 | 0:00:00.009002 | 0:00:00.048001 |\n", "| 19 | 0.0 | 0:00:00.046997 | 0:00:00.009001 | 0:00:00.046997 |\n", "| 21 | 0.0 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 23 | 0.0 | 0:00:00.048031 | 0:00:00.008970 | 0:00:00.048031 |\n", "| 25 | 0.0 | 0:00:00.046995 | 0:00:00.008001 | 0:00:00.046995 |\n", "| Average | 0.0373 | 0:00:00.047694 | 0:00:00.008382 | 0:00:00.028038 |\n", "| Std Dev. | 0.1294 | 0.0012024084003278983 | 0.0007364835524096498 | 0.01968115000533603 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8158 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.8684 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.8684 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.8684 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.8947 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.8947 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.8947 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.8947 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.8947 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.8947 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.8947 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.8947 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.8947 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.8826 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0222 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5521 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.5956 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.5956 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.5956 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.6381 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.4595 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.4595 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.4595 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.4595 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.4595 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.4595 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.4595 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.4595 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.5117 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0682 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8158 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.8684 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.8684 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.8684 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.8947 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.8947 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.8947 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.8947 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.8947 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.8947 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.8947 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.8947 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.8947 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.8826 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0222 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5952 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.6238 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.6238 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.6238 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.6381 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.4857 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.4857 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.4857 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.4857 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.4857 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.4857 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.4857 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.4857 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.5377 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0664 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8158 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.8684 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.8684 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.8684 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.8947 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.8947 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.8947 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.8947 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.8947 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.8947 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.8947 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.8947 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.8947 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.8826 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0222 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5589 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.6066 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.6066 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.6066 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.6381 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.4722 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.4722 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.4722 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.4722 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.4722 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.4722 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.4722 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.4722 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.5227 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0657 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8158 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.8684 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.8684 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.8684 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.8947 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.8947 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.8947 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.8947 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.8947 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.8947 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.8947 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.8947 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.8947 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.8826 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0222 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5952 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.6238 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.6238 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.6238 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.6381 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.4857 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.4857 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.4857 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.4857 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.4857 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.4857 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.4857 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.4857 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.5377 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0664 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.1082 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.136 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.136 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.136 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.1637 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.0789 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.0789 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.0789 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.0789 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.0789 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.0789 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.0789 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.0789 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.1009 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0298 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.1842 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.1316 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.1316 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.1316 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.1053 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.1053 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.1053 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.1053 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.1053 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.1053 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.1053 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.1053 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.1053 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.1174 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.0222 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5345 | 0:00:00.044999 | 0:00:00.008002 | 0:00:00.044999 |\n", "| 3 | 0.5521 | 0:00:00.046000 | 0:00:00.007999 | 0:00:00.046000 |\n", "| 5 | 0.5521 | 0:00:00.046998 | 0:00:00.008002 | 0:00:00.046998 |\n", "| 7 | 0.5521 | 0:00:00.047998 | 0:00:00.010002 | 0:00:00.047998 |\n", "| 9 | 0.5606 | 0:00:00.049998 | 0:00:00.008000 | 0:00:00.049998 |\n", "| 11 | 0.0 | 0:00:00.046000 | 0:00:00.008001 | 0:00:00.046000 |\n", "| 13 | 0.0 | 0:00:00.046999 | 0:00:00.009001 | 0:00:00.046999 |\n", "| 15 | 0.0 | 0:00:00.047000 | 0:00:00.008000 | 0:00:00.047000 |\n", "| 17 | 0.0 | 0:00:00.052003 | 0:00:00.009000 | 0:00:00.052003 |\n", "| 19 | 0.0 | 0:00:00.045999 | 0:00:00.008998 | 0:00:00.045999 |\n", "| 21 | 0.0 | 0:00:00.045001 | 0:00:00.008037 | 0:00:00.045001 |\n", "| 23 | 0.0 | 0:00:00.043996 | 0:00:00.009000 | 0:00:00.043996 |\n", "| 25 | 0.0 | 0:00:00.043966 | 0:00:00.010001 | 0:00:00.043966 |\n", "| Average | 0.2116 | 0:00:00.046689 | 0:00:00.008619 | 0:00:00.027654 |\n", "| Std Dev. | 0.2678 | 0.0022012157916309837 | 0.0007356571757962902 | 0.019105824455661332 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9474 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.9474 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.9474 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.9474 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.9211 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.9211 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.9211 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.9211 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.9211 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.9211 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.9211 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.9211 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.9211 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.9291 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0121 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.973 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.973 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.973 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.973 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.4605 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.4605 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.4605 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.4605 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.4605 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.4605 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.4605 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.4605 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.4605 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.6182 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.2365 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9474 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.9474 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.9474 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.9474 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.9211 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.9211 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.9211 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.9211 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.9211 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.9211 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.9211 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.9211 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.9211 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.9291 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0121 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.6667 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.6667 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.6667 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.5 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.5 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.5 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.5 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.5 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.5 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.5 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.5 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.5 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.5513 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0769 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9474 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.9474 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.9474 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.9474 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.9211 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.9211 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.9211 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.9211 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.9211 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.9211 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.9211 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.9211 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.9211 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.9291 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0121 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7361 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.7361 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.7361 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.7361 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.4795 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.4795 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.4795 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.4795 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.4795 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.4795 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.4795 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.4795 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.4795 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.5584 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.1185 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9474 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.9474 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.9474 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.9474 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.9211 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.9211 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.9211 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.9211 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.9211 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.9211 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.9211 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.9211 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.9211 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.9291 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0121 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.6667 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.6667 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.6667 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.5 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.5 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.5 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.5 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.5 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.5 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.5 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.5 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.5 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.5513 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0769 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.386 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.386 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.386 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.386 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.0789 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.0789 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.0789 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.0789 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.0789 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.0789 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.0789 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.0789 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.0789 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.1734 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.1417 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0526 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.0526 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.0526 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.0526 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.0789 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.0789 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.0789 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.0789 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.0789 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.0789 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.0789 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.0789 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.0789 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.0709 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.0121 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5774 | 0:00:00.045999 | 0:00:00.009001 | 0:00:00.045999 |\n", "| 3 | 0.5774 | 0:00:00.046997 | 0:00:00.007001 | 0:00:00.046997 |\n", "| 5 | 0.5774 | 0:00:00.045033 | 0:00:00.008001 | 0:00:00.045033 |\n", "| 7 | 0.5774 | 0:00:00.043970 | 0:00:00.008996 | 0:00:00.043970 |\n", "| 9 | 0.0 | 0:00:00.050002 | 0:00:00.010000 | 0:00:00.050002 |\n", "| 11 | 0.0 | 0:00:00.047998 | 0:00:00.009000 | 0:00:00.047998 |\n", "| 13 | 0.0 | 0:00:00.049001 | 0:00:00.008000 | 0:00:00.049001 |\n", "| 15 | 0.0 | 0:00:00.055999 | 0:00:00.009001 | 0:00:00.055999 |\n", "| 17 | 0.0 | 0:00:00.054001 | 0:00:00.009000 | 0:00:00.054001 |\n", "| 19 | 0.0 | 0:00:00.046998 | 0:00:00.010003 | 0:00:00.046998 |\n", "| 21 | 0.0 | 0:00:00.053998 | 0:00:00.010043 | 0:00:00.053998 |\n", "| 23 | 0.0 | 0:00:00.067958 | 0:00:00.009001 | 0:00:00.067958 |\n", "| 25 | 0.0 | 0:00:00.070004 | 0:00:00.011999 | 0:00:00.070004 |\n", "| Average | 0.1776 | 0:00:00.052151 | 0:00:00.009157 | 0:00:00.030654 |\n", "| Std Dev. | 0.2665 | 0.007993034399906262 | 0.0011689661700408462 | 0.022242582399901806 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8421 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.8947 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.8947 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.9211 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.9211 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.9211 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.9211 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.9211 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.9211 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.9211 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.9211 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.9211 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.9211 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.9109 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.022 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4571 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.6381 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.4595 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.4605 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.4605 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.4605 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.4605 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.4605 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.4605 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.4605 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.4605 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.4605 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.4605 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.4738 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.0474 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8421 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.8947 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.8947 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.9211 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.9211 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.9211 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.9211 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.9211 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.9211 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.9211 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.9211 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.9211 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.9211 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.9109 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.022 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4571 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.6381 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.4857 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.5 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.5 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.5 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.5 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.5 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.5 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.5 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.5 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.5 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.5 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.5062 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.0398 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8421 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.8947 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.8947 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.9211 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.9211 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.9211 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.9211 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.9211 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.9211 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.9211 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.9211 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.9211 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.9211 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.9109 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.022 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4571 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.6381 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.4722 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.4795 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.4795 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.4795 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.4795 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.4795 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.4795 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.4795 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.4795 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.4795 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.4795 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.4894 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.0434 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8421 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.8947 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.8947 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.9211 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.9211 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.9211 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.9211 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.9211 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.9211 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.9211 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.9211 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.9211 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.9211 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.9109 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.022 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4571 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.6381 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.4857 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.5 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.5 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.5 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.5 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.5 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.5 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.5 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.5 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.5 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.5 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.5062 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.0398 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0789 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.1637 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.0789 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.0789 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.0789 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.0789 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.0789 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.0789 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.0789 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.0789 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.0789 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.0789 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.0789 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.0855 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.0226 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.1579 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.1053 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.1053 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.0789 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.0789 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.0789 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.0789 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.0789 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.0789 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.0789 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.0789 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.0789 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.0789 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.0891 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.022 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 3 | 0.5606 | 0:00:00.048002 | 0:00:00.008003 | 0:00:00.048002 |\n", "| 5 | 0.0 | 0:00:00.049995 | 0:00:00.008000 | 0:00:00.049995 |\n", "| 7 | 0.0 | 0:00:00.045000 | 0:00:00.008000 | 0:00:00.045000 |\n", "| 9 | 0.0 | 0:00:00.045000 | 0:00:00.009002 | 0:00:00.045000 |\n", "| 11 | 0.0 | 0:00:00.047001 | 0:00:00.008999 | 0:00:00.047001 |\n", "| 13 | 0.0 | 0:00:00.054000 | 0:00:00.007998 | 0:00:00.054000 |\n", "| 15 | 0.0 | 0:00:00.053002 | 0:00:00.008000 | 0:00:00.053002 |\n", "| 17 | 0.0 | 0:00:00.049000 | 0:00:00.008999 | 0:00:00.049000 |\n", "| 19 | 0.0 | 0:00:00.048001 | 0:00:00.008998 | 0:00:00.048001 |\n", "| 21 | 0.0 | 0:00:00.048000 | 0:00:00.009002 | 0:00:00.048000 |\n", "| 23 | 0.0 | 0:00:00.049000 | 0:00:00.009001 | 0:00:00.049000 |\n", "| 25 | 0.0 | 0:00:00.048999 | 0:00:00.009002 | 0:00:00.048999 |\n", "| Average | 0.0431 | 0:00:00.049154 | 0:00:00.008539 | 0:00:00.028846 |\n", "| Std Dev. | 0.1494 | 0.0028512902806221087 | 0.0004986799191268857 | 0.020410471535438745 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.88 | 0.049 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.8908 | 0.0339 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.9011 | 0.0256 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.9063 | 0.0264 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.9063 | 0.0121 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.9063 | 0.0121 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.9063 | 0.0121 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.9063 | 0.0121 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.9063 | 0.0121 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.9063 | 0.0121 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.9063 | 0.0121 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.9063 | 0.0121 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.9063 | 0.0121 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.9027 | 0.0187 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0078 | 0.0113 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7135 | 0.2135 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.6203 | 0.1924 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.5851 | 0.2018 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.5853 | 0.2016 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.4913 | 0.0736 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.4556 | 0.0056 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.4556 | 0.0056 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.4556 | 0.0056 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.4556 | 0.0056 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.4556 | 0.0056 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.4556 | 0.0056 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.4556 | 0.0056 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.4556 | 0.0056 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.5108 | 0.0714 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0827 | 0.0892 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.88 | 0.049 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.8908 | 0.0339 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.9011 | 0.0256 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.9063 | 0.0264 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.9063 | 0.0121 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.9063 | 0.0121 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.9063 | 0.0121 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.9063 | 0.0121 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.9063 | 0.0121 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.9063 | 0.0121 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.9063 | 0.0121 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.9063 | 0.0121 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.9063 | 0.0121 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.9027 | 0.0187 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0078 | 0.0113 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5881 | 0.0704 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.58 | 0.0787 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.5552 | 0.0749 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.5581 | 0.0724 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.5276 | 0.0552 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.4971 | 0.0057 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.4971 | 0.0057 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.4971 | 0.0057 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.4971 | 0.0057 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.4971 | 0.0057 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.4971 | 0.0057 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.4971 | 0.0057 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.4971 | 0.0057 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.522 | 0.0306 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0341 | 0.0318 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.88 | 0.049 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.8908 | 0.0339 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.9011 | 0.0256 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.9063 | 0.0264 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.9063 | 0.0121 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.9063 | 0.0121 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.9063 | 0.0121 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.9063 | 0.0121 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.9063 | 0.0121 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.9063 | 0.0121 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.9063 | 0.0121 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.9063 | 0.0121 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.9063 | 0.0121 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.9027 | 0.0187 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0078 | 0.0113 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6078 | 0.0966 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.5824 | 0.1046 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.5522 | 0.1056 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.5536 | 0.1045 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.5086 | 0.0648 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.4754 | 0.0033 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.4754 | 0.0033 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.4754 | 0.0033 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.4754 | 0.0033 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.4754 | 0.0033 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.4754 | 0.0033 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.4754 | 0.0033 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.4754 | 0.0033 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.5083 | 0.0387 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0464 | 0.0457 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.88 | 0.049 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.8908 | 0.0339 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.9011 | 0.0256 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.9063 | 0.0264 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.9063 | 0.0121 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.9063 | 0.0121 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.9063 | 0.0121 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.9063 | 0.0121 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.9063 | 0.0121 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.9063 | 0.0121 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.9063 | 0.0121 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.9063 | 0.0121 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.9063 | 0.0121 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.9027 | 0.0187 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0078 | 0.0113 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5881 | 0.0704 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.58 | 0.0787 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.5552 | 0.0749 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.5581 | 0.0724 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.5276 | 0.0552 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.4971 | 0.0057 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.4971 | 0.0057 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.4971 | 0.0057 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.4971 | 0.0057 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.4971 | 0.0057 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.4971 | 0.0057 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.4971 | 0.0057 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.4971 | 0.0057 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.522 | 0.0306 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0341 | 0.0318 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.2121 | 0.1222 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.1782 | 0.1064 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.1612 | 0.1138 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.1612 | 0.1138 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.1054 | 0.031 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.0884 | 0.0116 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.0884 | 0.0116 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.0884 | 0.0116 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.0884 | 0.0116 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.0884 | 0.0116 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.0884 | 0.0116 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.0884 | 0.0116 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.0884 | 0.0116 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.1173 | 0.0446 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0424 | 0.0467 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.12 | 0.049 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.1092 | 0.0339 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.0989 | 0.0256 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.0937 | 0.0264 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.0937 | 0.0121 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.0937 | 0.0121 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.0937 | 0.0121 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.0937 | 0.0121 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.0937 | 0.0121 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.0937 | 0.0121 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.0937 | 0.0121 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.0937 | 0.0121 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.0937 | 0.0121 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.0973 | 0.0187 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.0078 | 0.0113 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4195 | 0.2121 | 0:00:00.047799 | 0:00:00.008207 | 0:00:00.056006 |\n", "| 3 | 0.338 | 0.2761 | 0:00:00.047200 | 0:00:00.007600 | 0:00:00.054800 |\n", "| 5 | 0.2259 | 0.2768 | 0:00:00.047406 | 0:00:00.007993 | 0:00:00.055399 |\n", "| 7 | 0.2259 | 0.2768 | 0:00:00.047193 | 0:00:00.008801 | 0:00:00.055994 |\n", "| 9 | 0.1121 | 0.2242 | 0:00:00.048999 | 0:00:00.008600 | 0:00:00.057599 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.049001 | 0:00:00.008806 | 0:00:00.057807 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.049993 | 0:00:00.008400 | 0:00:00.058392 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.051400 | 0:00:00.008600 | 0:00:00.060000 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.050401 | 0:00:00.009000 | 0:00:00.059401 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.047199 | 0:00:00.009000 | 0:00:00.056199 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.048600 | 0:00:00.009016 | 0:00:00.057617 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.052197 | 0:00:00.008794 | 0:00:00.060991 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.051793 | 0:00:00.009601 | 0:00:00.061393 |\n", "| Average | 0.1016 | 0.0974 | 0:00:00.049168 | 0:00:00.008648 | 0:00:00.057815 |\n", "| Std Dev. | 0.1443 | 0.1245 | 0.0017596483 | 0.0004920471 | 0.0020517522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'glass-0-1-6_vs_5'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.9189 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.973 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.9459 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.973 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.973 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.973 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.973 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.973 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.973 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.973 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.973 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.973 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.9647 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0164 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.652 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.9861 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.473 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.9861 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.9861 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.9861 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.9861 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.9861 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.9861 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.9861 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.9861 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.9861 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.9028 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.1618 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.9189 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.973 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.9459 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.973 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.973 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.973 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.973 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.973 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.973 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.973 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.973 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.973 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.9647 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0164 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9714 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.7214 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.75 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.5 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.75 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.75 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.75 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.75 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.75 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.75 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.75 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.75 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.75 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.7456 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0929 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.9189 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.973 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.9459 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.973 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.973 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.973 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.973 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.973 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.973 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.973 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.973 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.973 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.9647 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0164 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8186 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.6783 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.8263 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.4861 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.8263 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.8263 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.8263 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.8263 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.8263 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.8263 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.8263 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.8263 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.8263 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.7881 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0956 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.9189 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.973 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.9459 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.973 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.973 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.973 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.973 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.973 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.973 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.973 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.973 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.973 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.9647 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0164 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9714 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.7214 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.75 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.5 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.75 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.75 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.75 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.75 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.75 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.75 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.75 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.75 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.75 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.7456 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0929 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.1937 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.527 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.0541 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.527 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.527 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.527 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.527 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.527 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.527 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.527 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.527 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.527 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.4629 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.1473 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.0541 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.0811 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.027 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.0541 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.027 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.027 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.027 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.027 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.027 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.027 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.027 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.027 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.027 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.0353 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.0164 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.971 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 3 | 0.6866 | 0:00:00.044000 | 0:00:00.007002 | 0:00:00.044000 |\n", "| 5 | 0.7071 | 0:00:00.045999 | 0:00:00.008004 | 0:00:00.045999 |\n", "| 7 | 0.0 | 0:00:00.041995 | 0:00:00.007001 | 0:00:00.041995 |\n", "| 9 | 0.7071 | 0:00:00.041998 | 0:00:00.008001 | 0:00:00.041998 |\n", "| 11 | 0.7071 | 0:00:00.042001 | 0:00:00.008000 | 0:00:00.042001 |\n", "| 13 | 0.7071 | 0:00:00.044002 | 0:00:00.008001 | 0:00:00.044002 |\n", "| 15 | 0.7071 | 0:00:00.042999 | 0:00:00.008001 | 0:00:00.042999 |\n", "| 17 | 0.7071 | 0:00:00.050001 | 0:00:00.009999 | 0:00:00.050001 |\n", "| 19 | 0.7071 | 0:00:00.041999 | 0:00:00.007999 | 0:00:00.041999 |\n", "| 21 | 0.7071 | 0:00:00.042000 | 0:00:00.008000 | 0:00:00.042000 |\n", "| 23 | 0.7071 | 0:00:00.043000 | 0:00:00.008001 | 0:00:00.043000 |\n", "| 25 | 0.7071 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| Average | 0.6714 | 0:00:00.043615 | 0:00:00.007924 | 0:00:00.025769 |\n", "| Std Dev. | 0.2063 | 0.0021681105291047804 | 0.000729259784283964 | 0.017918646305161635 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.9189 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.9189 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.9189 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.9189 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.9189 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.9189 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.9189 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.9459 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.9189 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.9189 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.9189 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.9189 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.9231 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0098 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.4722 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.4722 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.4722 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.4722 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.4722 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.4722 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.4722 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.473 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.4722 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.4722 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.4722 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.4722 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.4925 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0702 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.9189 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.9189 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.9189 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.9189 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.9189 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.9189 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.9189 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.9459 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.9189 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.9189 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.9189 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.9189 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.9231 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0098 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.4857 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.4857 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.4857 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.4857 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.4857 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.4857 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.4857 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.5 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.4857 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.4857 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.4857 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.4857 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.506 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0664 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.9189 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.9189 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.9189 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.9189 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.9189 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.9189 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.9189 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.9459 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.9189 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.9189 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.9189 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.9189 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.9231 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0098 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.4789 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.4789 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.4789 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.4789 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.4789 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.4789 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.4789 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.4861 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.4789 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.4789 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.4789 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.4789 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.4992 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0683 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.9189 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.9189 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.9189 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.9189 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.9189 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.9189 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.9189 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.9459 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.9189 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.9189 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.9189 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.9189 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.9231 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0098 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.4857 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.4857 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.4857 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.4857 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.4857 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.4857 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.4857 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.5 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.4857 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.4857 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.4857 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.4857 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.506 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0664 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.277 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.0541 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.0541 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.0541 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.0541 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.0541 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.0541 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.0541 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.0541 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.0541 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.0541 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.0541 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.0541 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.0712 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0594 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0541 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.0811 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.0811 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.0811 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.0811 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.0811 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.0811 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.0811 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.0541 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.0811 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.0811 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.0811 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.0811 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.0769 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.0098 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6969 | 0:00:00.040009 | 0:00:00.007000 | 0:00:00.040009 |\n", "| 3 | 0.0 | 0:00:00.040000 | 0:00:00.008001 | 0:00:00.040000 |\n", "| 5 | 0.0 | 0:00:00.041000 | 0:00:00.008002 | 0:00:00.041000 |\n", "| 7 | 0.0 | 0:00:00.051997 | 0:00:00.009003 | 0:00:00.051997 |\n", "| 9 | 0.0 | 0:00:00.045000 | 0:00:00.008032 | 0:00:00.045000 |\n", "| 11 | 0.0 | 0:00:00.042967 | 0:00:00.009000 | 0:00:00.042967 |\n", "| 13 | 0.0 | 0:00:00.044037 | 0:00:00.007997 | 0:00:00.044037 |\n", "| 15 | 0.0 | 0:00:00.042963 | 0:00:00.008000 | 0:00:00.042963 |\n", "| 17 | 0.0 | 0:00:00.047003 | 0:00:00.008001 | 0:00:00.047003 |\n", "| 19 | 0.0 | 0:00:00.044038 | 0:00:00.007959 | 0:00:00.044038 |\n", "| 21 | 0.0 | 0:00:00.045003 | 0:00:00.008000 | 0:00:00.045003 |\n", "| 23 | 0.0 | 0:00:00.043999 | 0:00:00.008998 | 0:00:00.043999 |\n", "| 25 | 0.0 | 0:00:00.043001 | 0:00:00.010000 | 0:00:00.043001 |\n", "| Average | 0.0536 | 0:00:00.043925 | 0:00:00.008307 | 0:00:00.026116 |\n", "| Std Dev. | 0.1857 | 0.003025163026588878 | 0.0007222032773825186 | 0.017944018871538885 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9459 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.9459 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.9459 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.9459 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.9459 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.9459 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.9189 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.9189 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.9189 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.9189 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.9335 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0135 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7357 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.7357 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.473 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.473 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.473 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.473 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.473 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.4722 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.4722 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.4722 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.4722 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.4722 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.4722 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.513 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0949 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9459 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.9459 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.9459 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.9459 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.9459 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.9459 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.9189 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.9189 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.9189 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.9189 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.9335 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0135 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7357 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.7357 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.5 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.5 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.5 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.5 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.5 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.4857 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.4857 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.4857 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.4857 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.4857 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.4857 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.5297 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0881 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9459 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.9459 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.9459 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.9459 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.9459 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.9459 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.9189 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.9189 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.9189 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.9189 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.9335 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0135 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7357 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.7357 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.4861 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.4861 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.4861 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.4861 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.4861 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.4789 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.4789 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.4789 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.4789 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.4789 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.4789 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.5212 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0915 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9459 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.9459 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.9459 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.9459 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.9459 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.9459 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.9459 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.9189 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.9189 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.9189 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.9189 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.9189 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.9335 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0135 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7357 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.7357 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.5 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.5 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.5 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.5 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.5 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.4857 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.4857 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.4857 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.4857 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.4857 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.4857 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.5297 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0881 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.277 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.277 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.0541 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.0541 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.0541 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.0541 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.0541 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.0541 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.0541 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.0541 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.0541 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.0541 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.0541 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.0884 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0804 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0541 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.0541 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.0541 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.0541 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.0541 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.0541 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.0541 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.0811 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.0811 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.0811 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.0811 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.0811 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.0811 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.0665 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.0135 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6969 | 0:00:00.044996 | 0:00:00.008001 | 0:00:00.044996 |\n", "| 3 | 0.6969 | 0:00:00.042999 | 0:00:00.008000 | 0:00:00.042999 |\n", "| 5 | 0.0 | 0:00:00.048000 | 0:00:00.007000 | 0:00:00.048000 |\n", "| 7 | 0.0 | 0:00:00.043000 | 0:00:00.007000 | 0:00:00.043000 |\n", "| 9 | 0.0 | 0:00:00.043001 | 0:00:00.008001 | 0:00:00.043001 |\n", "| 11 | 0.0 | 0:00:00.058002 | 0:00:00.008003 | 0:00:00.058002 |\n", "| 13 | 0.0 | 0:00:00.043997 | 0:00:00.008999 | 0:00:00.043997 |\n", "| 15 | 0.0 | 0:00:00.043001 | 0:00:00.008998 | 0:00:00.043001 |\n", "| 17 | 0.0 | 0:00:00.044000 | 0:00:00.008000 | 0:00:00.044000 |\n", "| 19 | 0.0 | 0:00:00.043003 | 0:00:00.008998 | 0:00:00.043003 |\n", "| 21 | 0.0 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 23 | 0.0 | 0:00:00.042998 | 0:00:00.008000 | 0:00:00.042998 |\n", "| 25 | 0.0 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| Average | 0.1072 | 0:00:00.044846 | 0:00:00.008077 | 0:00:00.026461 |\n", "| Std Dev. | 0.2515 | 0.004035728382358226 | 0.0006148298192568788 | 0.01860976901374099 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.9459 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.9189 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.9189 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.9189 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.9189 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.9189 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.9189 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.9189 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.9189 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.9189 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.9189 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.9189 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.9231 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0098 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.7357 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.4722 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.4722 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.4722 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.4722 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.4722 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.4722 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.4722 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.4722 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.4722 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.4722 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.4722 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.5128 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0951 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.9459 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.9189 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.9189 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.9189 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.9189 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.9189 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.9189 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.9189 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.9189 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.9189 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.9189 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.9189 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.9231 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0098 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.7357 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.4857 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.4857 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.4857 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.4857 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.4857 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.4857 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.4857 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.4857 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.4857 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.4857 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.4857 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.5242 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0902 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.9459 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.9189 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.9189 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.9189 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.9189 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.9189 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.9189 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.9189 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.9189 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.9189 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.9189 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.9189 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.9231 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0098 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.7357 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.4789 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.4789 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.4789 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.4789 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.4789 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.4789 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.4789 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.4789 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.4789 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.4789 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.4789 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.5184 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0927 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9459 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.9459 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.9189 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.9189 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.9189 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.9189 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.9189 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.9189 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.9189 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.9189 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.9189 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.9189 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.9189 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.9231 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0098 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7357 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.7357 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.4857 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.4857 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.4857 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.4857 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.4857 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.4857 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.4857 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.4857 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.4857 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.4857 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.4857 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.5242 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0902 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.277 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.277 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.0541 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.0541 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.0541 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.0541 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.0541 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.0541 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.0541 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.0541 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.0541 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.0541 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.0541 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.0884 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0804 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0541 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.0541 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.0811 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.0811 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.0811 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.0811 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.0811 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.0811 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.0811 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.0811 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.0811 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.0811 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.0811 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.0769 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.0098 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6969 | 0:00:00.043999 | 0:00:00.007001 | 0:00:00.043999 |\n", "| 3 | 0.6969 | 0:00:00.041997 | 0:00:00.007000 | 0:00:00.041997 |\n", "| 5 | 0.0 | 0:00:00.041999 | 0:00:00.007000 | 0:00:00.041999 |\n", "| 7 | 0.0 | 0:00:00.049002 | 0:00:00.007001 | 0:00:00.049002 |\n", "| 9 | 0.0 | 0:00:00.044031 | 0:00:00.012000 | 0:00:00.044031 |\n", "| 11 | 0.0 | 0:00:00.046966 | 0:00:00.008001 | 0:00:00.046966 |\n", "| 13 | 0.0 | 0:00:00.055037 | 0:00:00.009965 | 0:00:00.055037 |\n", "| 15 | 0.0 | 0:00:00.048999 | 0:00:00.008001 | 0:00:00.048999 |\n", "| 17 | 0.0 | 0:00:00.042996 | 0:00:00.008001 | 0:00:00.042996 |\n", "| 19 | 0.0 | 0:00:00.042035 | 0:00:00.008998 | 0:00:00.042035 |\n", "| 21 | 0.0 | 0:00:00.041969 | 0:00:00.007997 | 0:00:00.041969 |\n", "| 23 | 0.0 | 0:00:00.043002 | 0:00:00.007998 | 0:00:00.043002 |\n", "| 25 | 0.0 | 0:00:00.058003 | 0:00:00.008002 | 0:00:00.058003 |\n", "| Average | 0.1072 | 0:00:00.046157 | 0:00:00.008228 | 0:00:00.027192 |\n", "| Std Dev. | 0.2515 | 0.005070555777871103 | 0.001363677196374257 | 0.019324393310106547 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.9722 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.9722 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.9722 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.9722 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.9722 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.9722 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.9722 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.9722 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.9722 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.9722 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.9786 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.0117 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.4861 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.4861 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.4861 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.4861 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.4861 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.4861 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.4861 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.4861 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.4861 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.4861 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.6047 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.2165 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.9722 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.9722 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.9722 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.9722 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.9722 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.9722 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.9722 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.9722 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.9722 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.9722 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.9786 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.0117 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.5 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.5 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.5 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.5 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.5 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.5 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.5 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.5 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.5 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.5 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.6154 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.2107 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.9722 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.9722 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.9722 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.9722 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.9722 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.9722 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.9722 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.9722 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.9722 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.9722 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.9786 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.0117 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.493 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.493 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.493 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.493 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.493 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.493 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.493 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.493 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.493 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.493 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.61 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.2136 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.9722 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.9722 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.9722 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.9722 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.9722 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.9722 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.9722 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.9722 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.9722 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.9722 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.9786 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.0117 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.5 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.5 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.5 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.5 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.5 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.5 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.5 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.5 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.5 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.5 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.6154 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.2107 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.0278 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.0278 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.0278 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.0278 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.0278 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.0278 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.0278 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.0278 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.0278 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.0278 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.2521 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.4096 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 0.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 0.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.0278 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.0278 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.0278 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.0278 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.0278 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.0278 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.0278 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.0278 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.0278 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.0278 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.0214 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.0117 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.052000 | 0:00:00.007000 | 0:00:00.052000 |\n", "| 3 | 1.0 | 0:00:00.039035 | 0:00:00.006971 | 0:00:00.039035 |\n", "| 5 | 1.0 | 0:00:00.041996 | 0:00:00.006999 | 0:00:00.041996 |\n", "| 7 | 0.0 | 0:00:00.041000 | 0:00:00.007999 | 0:00:00.041000 |\n", "| 9 | 0.0 | 0:00:00.042035 | 0:00:00.006965 | 0:00:00.042035 |\n", "| 11 | 0.0 | 0:00:00.054003 | 0:00:00.008001 | 0:00:00.054003 |\n", "| 13 | 0.0 | 0:00:00.041999 | 0:00:00.007997 | 0:00:00.041999 |\n", "| 15 | 0.0 | 0:00:00.043000 | 0:00:00.008000 | 0:00:00.043000 |\n", "| 17 | 0.0 | 0:00:00.042000 | 0:00:00.009000 | 0:00:00.042000 |\n", "| 19 | 0.0 | 0:00:00.041999 | 0:00:00.008001 | 0:00:00.041999 |\n", "| 21 | 0.0 | 0:00:00.052000 | 0:00:00.008000 | 0:00:00.052000 |\n", "| 23 | 0.0 | 0:00:00.043000 | 0:00:00.008002 | 0:00:00.043000 |\n", "| 25 | 0.0 | 0:00:00.042999 | 0:00:00.007998 | 0:00:00.042999 |\n", "| Average | 0.2308 | 0:00:00.044390 | 0:00:00.007764 | 0:00:00.026077 |\n", "| Std Dev. | 0.4213 | 0.004662650307072044 | 0.0005824612157104047 | 0.018611766569062407 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9568 | 0.0216 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.9459 | 0.0296 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.9514 | 0.0315 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.9404 | 0.02 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.9458 | 0.024 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.9458 | 0.024 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.9458 | 0.024 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.9404 | 0.0263 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.9458 | 0.024 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.9404 | 0.0263 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.9404 | 0.0263 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.9404 | 0.0263 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.9404 | 0.0263 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.9446 | 0.0254 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0049 | 0.0029 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7914 | 0.1044 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.7191 | 0.1702 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.6807 | 0.2551 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.4753 | 0.0054 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.5779 | 0.2042 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.5779 | 0.2042 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.5779 | 0.2042 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.5778 | 0.2042 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.5779 | 0.2042 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.5778 | 0.2042 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.5778 | 0.2042 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.5778 | 0.2042 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.5778 | 0.2042 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.6052 | 0.1825 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0769 | 0.0602 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9568 | 0.0216 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.9459 | 0.0296 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.9514 | 0.0315 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.9404 | 0.02 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.9458 | 0.024 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.9458 | 0.024 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.9458 | 0.024 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.9404 | 0.0263 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.9458 | 0.024 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.9404 | 0.0263 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.9404 | 0.0263 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.9404 | 0.0263 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.9404 | 0.0263 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.9446 | 0.0254 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0049 | 0.0029 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8357 | 0.1228 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.7357 | 0.1628 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.6443 | 0.2044 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.4943 | 0.007 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.5443 | 0.1031 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.5443 | 0.1031 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.5443 | 0.1031 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.5414 | 0.1044 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.5443 | 0.1031 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.5414 | 0.1044 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.5414 | 0.1044 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.5414 | 0.1044 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.5414 | 0.1044 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.5842 | 0.1101 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0934 | 0.0419 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9568 | 0.0216 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.9459 | 0.0296 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.9514 | 0.0315 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.9404 | 0.02 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.9458 | 0.024 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.9458 | 0.024 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.9458 | 0.024 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.9404 | 0.0263 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.9458 | 0.024 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.9404 | 0.0263 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.9404 | 0.0263 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.9404 | 0.0263 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.9404 | 0.0263 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.9446 | 0.0254 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0049 | 0.0029 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8052 | 0.1026 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.7257 | 0.1665 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.654 | 0.2186 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.4846 | 0.0053 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.5526 | 0.1369 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.5526 | 0.1369 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.5526 | 0.1369 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.5512 | 0.1377 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.5526 | 0.1369 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.5512 | 0.1377 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.5512 | 0.1377 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.5512 | 0.1377 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.5512 | 0.1377 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.5874 | 0.133 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0846 | 0.0446 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9568 | 0.0216 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.9459 | 0.0296 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.9514 | 0.0315 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.9404 | 0.02 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.9458 | 0.024 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.9458 | 0.024 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.9458 | 0.024 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.9404 | 0.0263 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.9458 | 0.024 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.9404 | 0.0263 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.9404 | 0.0263 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.9404 | 0.0263 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.9404 | 0.0263 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.9446 | 0.0254 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0049 | 0.0029 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8357 | 0.1228 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.7357 | 0.1628 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.6443 | 0.2044 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.4943 | 0.007 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.5443 | 0.1031 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.5443 | 0.1031 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.5443 | 0.1031 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.5414 | 0.1044 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.5443 | 0.1031 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.5414 | 0.1044 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.5414 | 0.1044 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.5414 | 0.1044 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.5414 | 0.1044 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.5842 | 0.1101 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0934 | 0.0419 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4662 | 0.2805 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.3604 | 0.33 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.3378 | 0.3784 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.0488 | 0.0105 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.1434 | 0.1921 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.1434 | 0.1921 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.1434 | 0.1921 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.1434 | 0.1921 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.1434 | 0.1921 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.1434 | 0.1921 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.1434 | 0.1921 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.1434 | 0.1921 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.1434 | 0.1921 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.1926 | 0.2099 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.1132 | 0.0834 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0432 | 0.0216 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.0541 | 0.0296 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.0486 | 0.0315 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.0596 | 0.02 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.0542 | 0.024 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.0542 | 0.024 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.0542 | 0.024 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.0596 | 0.0263 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.0542 | 0.024 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.0596 | 0.0263 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.0596 | 0.0263 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.0596 | 0.0263 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.0596 | 0.0263 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.0554 | 0.0254 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.0049 | 0.0029 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8124 | 0.1417 | 0:00:00.044801 | 0:00:00.007200 | 0:00:00.052001 |\n", "| 3 | 0.6161 | 0.3302 | 0:00:00.041606 | 0:00:00.007395 | 0:00:00.049001 |\n", "| 5 | 0.3414 | 0.4283 | 0:00:00.043799 | 0:00:00.007401 | 0:00:00.051200 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.045399 | 0:00:00.007601 | 0:00:00.053000 |\n", "| 9 | 0.1414 | 0.2828 | 0:00:00.043213 | 0:00:00.008600 | 0:00:00.051813 |\n", "| 11 | 0.1414 | 0.2828 | 0:00:00.048788 | 0:00:00.008201 | 0:00:00.056989 |\n", "| 13 | 0.1414 | 0.2828 | 0:00:00.045814 | 0:00:00.008592 | 0:00:00.054406 |\n", "| 15 | 0.1414 | 0.2828 | 0:00:00.044192 | 0:00:00.008200 | 0:00:00.052392 |\n", "| 17 | 0.1414 | 0.2828 | 0:00:00.045200 | 0:00:00.008600 | 0:00:00.053800 |\n", "| 19 | 0.1414 | 0.2828 | 0:00:00.042615 | 0:00:00.008391 | 0:00:00.051005 |\n", "| 21 | 0.1414 | 0.2828 | 0:00:00.044794 | 0:00:00.007999 | 0:00:00.052794 |\n", "| 23 | 0.1414 | 0.2828 | 0:00:00.043200 | 0:00:00.008200 | 0:00:00.051400 |\n", "| 25 | 0.1414 | 0.2828 | 0:00:00.046201 | 0:00:00.008400 | 0:00:00.054601 |\n", "| Average | 0.2341 | 0.2651 | 0:00:00.044586 | 0:00:00.008060 | 0:00:00.052646 |\n", "| Std Dev. | 0.2191 | 0.0958 | 0.0017594183 | 0.0004788156 | 0.0019226025 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'glass-0-6_vs_5'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.9545 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.9545 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.9545 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.9545 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.979 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0227 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.8333 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.8333 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.9762 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.9762 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.9762 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.956 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0679 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.9545 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.9545 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.9545 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.9545 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.979 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0227 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.975 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.975 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.975 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.75 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.75 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.75 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.9365 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.1027 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.9545 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.9545 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.9545 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.9545 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.979 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0227 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8872 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.8872 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.8872 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.8211 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.8211 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.8211 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.9327 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0761 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9545 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.9545 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.9545 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.9545 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.9545 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.979 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0227 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.975 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.975 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.975 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.75 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.75 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.75 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.9365 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.1027 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.6667 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.6667 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.5455 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.5455 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.5455 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.8182 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.2007 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0455 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.0455 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.0455 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.0455 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.0455 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.0455 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 0.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 0.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 0.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 0.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 0.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 0.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 0.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.021 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.0227 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9747 | 0:00:00.016034 | 0:00:00.003997 | 0:00:00.016034 |\n", "| 3 | 0.9747 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 5 | 0.9747 | 0:00:00.015968 | 0:00:00.004034 | 0:00:00.015968 |\n", "| 7 | 0.7071 | 0:00:00.015965 | 0:00:00.004000 | 0:00:00.015965 |\n", "| 9 | 0.7071 | 0:00:00.017033 | 0:00:00.004001 | 0:00:00.017033 |\n", "| 11 | 0.7071 | 0:00:00.015999 | 0:00:00.005970 | 0:00:00.015999 |\n", "| 13 | 1.0 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 15 | 1.0 | 0:00:00.015000 | 0:00:00.006037 | 0:00:00.015000 |\n", "| 17 | 1.0 | 0:00:00.015994 | 0:00:00.005000 | 0:00:00.015994 |\n", "| 19 | 1.0 | 0:00:00.016001 | 0:00:00.004966 | 0:00:00.016001 |\n", "| 21 | 1.0 | 0:00:00.015037 | 0:00:00.004999 | 0:00:00.015037 |\n", "| 23 | 1.0 | 0:00:00.015964 | 0:00:00.005002 | 0:00:00.015964 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005002 | 0:00:00.014998 |\n", "| Average | 0.9266 | 0:00:00.015999 | 0:00:00.004770 | 0:00:00.010385 |\n", "| Std Dev. | 0.1206 | 0.0007843595835285708 | 0.0006942431696737966 | 0.005663499951515573 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.9545 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.9545 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.9091 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.9545 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.9091 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.9545 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.9545 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.9545 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.9545 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.9545 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.9545 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.951 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.0216 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.9762 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.9762 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.4545 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.9762 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9762 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.4545 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.9762 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.9762 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.9762 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.9762 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.9762 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.9762 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.8978 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.1891 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.9545 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.9545 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.9091 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.9545 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.9091 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.9545 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.9545 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.9545 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.9545 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.9545 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.9545 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.951 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.0216 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.75 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.75 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.5 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.75 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.75 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.5 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.75 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.75 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.75 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.75 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.75 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.75 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.7308 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.1185 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.9545 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.9545 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.9091 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.9545 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.9091 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.9545 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.9545 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.9545 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.9545 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.9545 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.9545 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.951 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.0216 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.8211 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.8211 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.4762 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.8211 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.8211 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.4762 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.8211 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.8211 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.8211 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.8211 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.8211 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.8211 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.7818 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.1386 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.9545 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.9545 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.9091 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.9545 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9545 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.9091 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.9545 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.9545 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.9545 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.9545 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.9545 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.9545 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.951 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.0216 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.75 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.75 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.5 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.75 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.75 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.5 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.75 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.75 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.75 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.75 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.75 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.75 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.7308 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.1185 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.5455 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.5455 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.0909 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.5455 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.5455 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.0909 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.5455 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.5455 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.5455 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.5455 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.5455 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.5455 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.5105 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.2155 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.0455 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.0455 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.0909 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.0455 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.0455 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.0909 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.0455 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.0455 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.0455 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.0455 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.0455 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.0455 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.049 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.0216 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.015994 | 0:00:00.003968 | 0:00:00.015994 |\n", "| 3 | 0.7071 | 0:00:00.015998 | 0:00:00.004002 | 0:00:00.015998 |\n", "| 5 | 0.7071 | 0:00:00.015998 | 0:00:00.005000 | 0:00:00.015998 |\n", "| 7 | 0.0 | 0:00:00.016001 | 0:00:00.003999 | 0:00:00.016001 |\n", "| 9 | 0.7071 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.7071 | 0:00:00.015999 | 0:00:00.004035 | 0:00:00.015999 |\n", "| 13 | 0.0 | 0:00:00.026966 | 0:00:00.004001 | 0:00:00.026966 |\n", "| 15 | 0.7071 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 17 | 0.7071 | 0:00:00.020999 | 0:00:00.004999 | 0:00:00.020999 |\n", "| 19 | 0.7071 | 0:00:00.016001 | 0:00:00.004998 | 0:00:00.016001 |\n", "| 21 | 0.7071 | 0:00:00.016034 | 0:00:00.004966 | 0:00:00.016034 |\n", "| 23 | 0.7071 | 0:00:00.016999 | 0:00:00.005000 | 0:00:00.016999 |\n", "| 25 | 0.7071 | 0:00:00.016001 | 0:00:00.004999 | 0:00:00.016001 |\n", "| Average | 0.6209 | 0:00:00.017384 | 0:00:00.004613 | 0:00:00.010998 |\n", "| Std Dev. | 0.2758 | 0.0030678966838880227 | 0.0006231417318993946 | 0.006758293550842381 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9091 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.9545 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.9545 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.9545 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.9545 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.9545 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.9545 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.9545 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.9545 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.9545 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.9545 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.951 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0121 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.725 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.9762 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.9762 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.9762 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.9762 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.9762 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.9762 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.9762 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.9762 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.9762 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.9762 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.9762 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.9762 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.9569 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0669 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9091 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.9545 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.9545 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.9545 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.9545 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.9545 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.9545 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.9545 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.9545 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.9545 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.9545 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.951 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0121 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.725 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.75 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.75 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.75 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.75 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.75 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.75 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.75 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.75 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.75 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.75 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.75 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.75 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.7481 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0067 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9091 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.9545 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.9545 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.9545 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.9545 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.9545 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.9545 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.9545 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.9545 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.9545 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.9545 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.951 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0121 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.725 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.8211 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.8211 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.8211 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.8211 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.8211 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.8211 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.8211 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.8211 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.8211 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.8211 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.8211 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.8211 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.8137 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0256 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9091 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.9545 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.9545 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.9545 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.9545 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.9545 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.9545 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.9545 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.9545 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.9545 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.9545 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.9545 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.951 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0121 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.725 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.75 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.75 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.75 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.75 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.75 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.75 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.75 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.75 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.75 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.75 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.75 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.75 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.7481 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0067 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.2955 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.5455 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.5455 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.5455 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.5455 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.5455 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.5455 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.5455 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.5455 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.5455 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.5455 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.5455 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.5455 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.5262 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0666 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0909 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.0455 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.0455 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.0455 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.0455 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.0455 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.0455 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.0455 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.0455 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.0455 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.0455 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.0455 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.0455 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.049 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0121 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.6892 | 0:00:00.015998 | 0:00:00.005002 | 0:00:00.015998 |\n", "| 3 | 0.7071 | 0:00:00.016036 | 0:00:00.004997 | 0:00:00.016036 |\n", "| 5 | 0.7071 | 0:00:00.015967 | 0:00:00.004000 | 0:00:00.015967 |\n", "| 7 | 0.7071 | 0:00:00.015999 | 0:00:00.005001 | 0:00:00.015999 |\n", "| 9 | 0.7071 | 0:00:00.015999 | 0:00:00.005034 | 0:00:00.015999 |\n", "| 11 | 0.7071 | 0:00:00.015970 | 0:00:00.007000 | 0:00:00.015970 |\n", "| 13 | 0.7071 | 0:00:00.023000 | 0:00:00.005004 | 0:00:00.023000 |\n", "| 15 | 0.7071 | 0:00:00.016994 | 0:00:00.005999 | 0:00:00.016994 |\n", "| 17 | 0.7071 | 0:00:00.019000 | 0:00:00.006000 | 0:00:00.019000 |\n", "| 19 | 0.7071 | 0:00:00.017003 | 0:00:00.006000 | 0:00:00.017003 |\n", "| 21 | 0.7071 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 23 | 0.7071 | 0:00:00.029999 | 0:00:00.005001 | 0:00:00.029999 |\n", "| 25 | 0.7071 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| Average | 0.7057 | 0:00:00.018151 | 0:00:00.005311 | 0:00:00.011731 |\n", "| Std Dev. | 0.0048 | 0.0039007828151535104 | 0.0007202434590600468 | 0.007006159781896678 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.9048 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.9524 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.9524 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.9524 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9817 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.0298 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+----------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.4524 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.975 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.975 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.975 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9521 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.1446 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.9048 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.9524 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.9524 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.9524 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9817 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.0298 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.5 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.75 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.75 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.75 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9038 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.1562 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.9048 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.9524 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.9524 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.9524 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9817 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.0298 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+--------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.475 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.8205 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.8205 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.8205 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9182 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.1481 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+-----------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.9048 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.9524 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.9524 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.9524 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9817 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.0298 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+-----------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.5 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.75 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.75 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.75 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.9038 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.1562 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.0952 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.5476 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.5476 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.5476 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.826 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.2827 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+-----------------------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 0.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 0.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.0952 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.0476 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.0476 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.0476 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 0.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 0.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 0.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 0.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 0.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 0.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.0183 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.0298 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.017000 | 0:00:00.004002 | 0:00:00.017000 |\n", "| 3 | 1.0 | 0:00:00.014997 | 0:00:00.005001 | 0:00:00.014997 |\n", "| 5 | 1.0 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 7 | 0.0 | 0:00:00.022000 | 0:00:00.004998 | 0:00:00.022000 |\n", "| 9 | 0.7071 | 0:00:00.015002 | 0:00:00.003999 | 0:00:00.015002 |\n", "| 11 | 0.7071 | 0:00:00.016001 | 0:00:00.004000 | 0:00:00.016001 |\n", "| 13 | 0.7071 | 0:00:00.016000 | 0:00:00.004003 | 0:00:00.016000 |\n", "| 15 | 1.0 | 0:00:00.015998 | 0:00:00.004998 | 0:00:00.015998 |\n", "| 17 | 1.0 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 19 | 1.0 | 0:00:00.017000 | 0:00:00.004001 | 0:00:00.017000 |\n", "| 21 | 1.0 | 0:00:00.016032 | 0:00:00.004003 | 0:00:00.016032 |\n", "| 23 | 1.0 | 0:00:00.015997 | 0:00:00.005002 | 0:00:00.015997 |\n", "| 25 | 1.0 | 0:00:00.014998 | 0:00:00.005000 | 0:00:00.014998 |\n", "| Average | 0.8555 | 0:00:00.016464 | 0:00:00.004539 | 0:00:00.010501 |\n", "| Std Dev. | 0.2754 | 0.0018231551819912527 | 0.00063393779631087 | 0.00611650801381535 |\n", "+----------+--------+-----------------------+---------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.9524 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9524 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.9524 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.9524 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.9524 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.9524 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.967 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.022 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.4762 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.4762 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.4762 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.4762 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.4762 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.4762 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.4762 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.4762 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.4762 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.6374 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.2418 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.9524 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9524 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.9524 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.9524 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.9524 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.9524 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.967 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.022 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.5 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.5 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.5 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.5 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.5 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.5 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.5 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.5 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.5 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.6538 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.2308 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.9524 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9524 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.9524 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.9524 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.9524 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.9524 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.967 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.022 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.4878 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.4878 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.4878 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.4878 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.4878 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.4878 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.4878 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.4878 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.4878 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.6454 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.2364 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.9524 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.9524 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.9524 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.9524 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.9524 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.9524 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.9524 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.967 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.022 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.5 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.5 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.5 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.5 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.5 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.5 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.5 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.5 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.5 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.6538 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.2308 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.0476 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.0476 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.0476 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.0476 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.0476 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.0476 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.0476 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.0476 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.0476 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.3407 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.4396 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 0.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 0.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 0.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.0476 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.0476 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.0476 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.0476 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.0476 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.0476 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.0476 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.0476 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.0476 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.033 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.022 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.015996 | 0:00:00.004000 | 0:00:00.015996 |\n", "| 3 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 5 | 1.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 7 | 1.0 | 0:00:00.015000 | 0:00:00.004000 | 0:00:00.015000 |\n", "| 9 | 0.0 | 0:00:00.016000 | 0:00:00.004001 | 0:00:00.016000 |\n", "| 11 | 0.0 | 0:00:00.015001 | 0:00:00.004999 | 0:00:00.015001 |\n", "| 13 | 0.0 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 15 | 0.0 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 17 | 0.0 | 0:00:00.014999 | 0:00:00.004001 | 0:00:00.014999 |\n", "| 19 | 0.0 | 0:00:00.018001 | 0:00:00.005000 | 0:00:00.018001 |\n", "| 21 | 0.0 | 0:00:00.016000 | 0:00:00.003998 | 0:00:00.016000 |\n", "| 23 | 0.0 | 0:00:00.016038 | 0:00:00.004005 | 0:00:00.016038 |\n", "| 25 | 0.0 | 0:00:00.015958 | 0:00:00.005044 | 0:00:00.015958 |\n", "| Average | 0.3077 | 0:00:00.015615 | 0:00:00.004388 | 0:00:00.010002 |\n", "| Std Dev. | 0.4615 | 0.0008356931630070803 | 0.0004905108803554963 | 0.0056548370630635746 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9727 | 0.0364 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.9727 | 0.0223 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.9727 | 0.0223 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.9446 | 0.035 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.9537 | 0.0011 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.9537 | 0.0011 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.9537 | 0.0288 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.9723 | 0.0226 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.9723 | 0.0226 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.9723 | 0.0226 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.9723 | 0.0226 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.9723 | 0.0226 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.9723 | 0.0226 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.966 | 0.0217 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.01 | 0.01 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9117 | 0.1135 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.9571 | 0.0628 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.9571 | 0.0628 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.7719 | 0.2601 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.876 | 0.1999 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.876 | 0.1999 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.7764 | 0.2542 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.8857 | 0.205 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.8857 | 0.205 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.8857 | 0.205 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.8857 | 0.205 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.8857 | 0.205 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.8857 | 0.205 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.88 | 0.1833 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.0523 | 0.0609 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9727 | 0.0364 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.9727 | 0.0223 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.9727 | 0.0223 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.9446 | 0.035 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.9537 | 0.0011 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.9537 | 0.0011 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.9537 | 0.0288 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.9723 | 0.0226 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.9723 | 0.0226 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.9723 | 0.0226 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.9723 | 0.0226 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.9723 | 0.0226 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.9723 | 0.0226 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.966 | 0.0217 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.01 | 0.01 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.94 | 0.1079 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.895 | 0.1187 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.895 | 0.1187 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.7 | 0.1871 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.7 | 0.1 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.7 | 0.1 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.7 | 0.1871 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.8 | 0.1871 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.8 | 0.1871 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.8 | 0.1871 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.8 | 0.1871 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.8 | 0.1871 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.8 | 0.1871 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.7946 | 0.1571 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.0771 | 0.0383 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9727 | 0.0364 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.9727 | 0.0223 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.9727 | 0.0223 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.9446 | 0.035 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.9537 | 0.0011 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.9537 | 0.0011 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.9537 | 0.0288 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.9723 | 0.0226 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.9723 | 0.0226 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.9723 | 0.0226 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.9723 | 0.0226 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.9723 | 0.0226 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.9723 | 0.0226 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.966 | 0.0217 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.01 | 0.01 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9224 | 0.108 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.9059 | 0.0805 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.9059 | 0.0805 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.7187 | 0.209 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.7543 | 0.1333 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.7543 | 0.1333 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.7211 | 0.206 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.826 | 0.1871 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.826 | 0.1871 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.826 | 0.1871 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.826 | 0.1871 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.826 | 0.1871 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.826 | 0.1871 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.8184 | 0.1595 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.0645 | 0.0444 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9727 | 0.0364 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.9727 | 0.0223 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.9727 | 0.0223 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.9446 | 0.035 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.9537 | 0.0011 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.9537 | 0.0011 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.9537 | 0.0288 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.9723 | 0.0226 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.9723 | 0.0226 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.9723 | 0.0226 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.9723 | 0.0226 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.9723 | 0.0226 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.9723 | 0.0226 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.966 | 0.0217 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.01 | 0.01 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.94 | 0.1079 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.895 | 0.1187 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.895 | 0.1187 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.7 | 0.1871 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.7 | 0.1 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.7 | 0.1 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.7 | 0.1871 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.8 | 0.1871 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.8 | 0.1871 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.8 | 0.1871 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.8 | 0.1871 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.8 | 0.1871 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.8 | 0.1871 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.7946 | 0.1571 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.0771 | 0.0383 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7924 | 0.28 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.7515 | 0.2077 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.7515 | 0.2077 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.4554 | 0.3392 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.4463 | 0.1994 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.4463 | 0.1994 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.4463 | 0.3498 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.6277 | 0.3542 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.6277 | 0.3542 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.6277 | 0.3542 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.6277 | 0.3542 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.6277 | 0.3542 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.6277 | 0.3542 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.6043 | 0.3006 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.1174 | 0.0676 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0273 | 0.0364 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.0273 | 0.0223 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.0273 | 0.0223 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.0554 | 0.035 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.0463 | 0.0011 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.0463 | 0.0011 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.0463 | 0.0288 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.0277 | 0.0226 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.0277 | 0.0226 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.0277 | 0.0226 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.0277 | 0.0226 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.0277 | 0.0226 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.0277 | 0.0226 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.034 | 0.0217 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.01 | 0.01 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9328 | 0.1222 | 0:00:00.016204 | 0:00:00.004194 | 0:00:00.020398 |\n", "| 3 | 0.8778 | 0.1397 | 0:00:00.015606 | 0:00:00.004400 | 0:00:00.020006 |\n", "| 5 | 0.8778 | 0.1397 | 0:00:00.015587 | 0:00:00.004407 | 0:00:00.019994 |\n", "| 7 | 0.4828 | 0.4085 | 0:00:00.016993 | 0:00:00.004400 | 0:00:00.021393 |\n", "| 9 | 0.5657 | 0.2828 | 0:00:00.016006 | 0:00:00.004207 | 0:00:00.020214 |\n", "| 11 | 0.5657 | 0.2828 | 0:00:00.015794 | 0:00:00.005201 | 0:00:00.020995 |\n", "| 13 | 0.4828 | 0.4085 | 0:00:00.019793 | 0:00:00.004402 | 0:00:00.024195 |\n", "| 15 | 0.6828 | 0.3657 | 0:00:00.015999 | 0:00:00.005607 | 0:00:00.021606 |\n", "| 17 | 0.6828 | 0.3657 | 0:00:00.017799 | 0:00:00.005200 | 0:00:00.022999 |\n", "| 19 | 0.6828 | 0.3657 | 0:00:00.016801 | 0:00:00.004993 | 0:00:00.021794 |\n", "| 21 | 0.6828 | 0.3657 | 0:00:00.016021 | 0:00:00.004593 | 0:00:00.020614 |\n", "| 23 | 0.6828 | 0.3657 | 0:00:00.018999 | 0:00:00.004802 | 0:00:00.023801 |\n", "| 25 | 0.6828 | 0.3657 | 0:00:00.015791 | 0:00:00.005009 | 0:00:00.020800 |\n", "| Average | 0.6833 | 0.306 | 0:00:00.016723 | 0:00:00.004724 | 0:00:00.021447 |\n", "| Std Dev. | 0.1375 | 0.101 | 0.0012982367 | 0.0004272646 | 0.0013523494 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'glass2'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.8837 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.8837 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.907 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.907 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.907 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.907 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.907 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.907 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.907 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.907 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.907 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.9034 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0084 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7244 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.4524 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.4524 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.4535 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.4535 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.4535 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.4535 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.4535 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.4535 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.4535 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.4535 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.4535 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.4535 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.4742 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0722 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.8837 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.8837 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.907 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.907 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.907 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.907 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.907 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.907 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.907 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.907 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.907 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.9034 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0084 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7244 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.4872 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.4872 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.5 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.5 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.5 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.5 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.5 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.5 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.5 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.5 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.5 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.5153 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0605 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.8837 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.8837 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.907 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.907 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.907 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.907 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.907 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.907 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.907 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.907 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.907 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.9034 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0084 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7244 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.4691 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.4691 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.4756 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.4756 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.4756 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.4756 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.4756 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.4756 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.4756 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.4756 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.4756 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.4756 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.4937 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0666 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.8837 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.8837 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.907 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.907 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.907 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.907 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.907 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.907 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.907 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.907 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.907 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.9034 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0084 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7244 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.4872 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.4872 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.5 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.5 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.5 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.5 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.5 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.5 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.5 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.5 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.5 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.5153 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0605 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.2965 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.093 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.093 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.093 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.093 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.093 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.093 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.093 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.093 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.093 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.093 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.093 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.093 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.1087 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0542 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.093 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.1163 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.1163 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.093 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.093 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.093 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.093 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.093 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.093 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.093 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.093 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.093 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.093 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.0966 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.0084 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6887 | 0:00:00.056001 | 0:00:00.009000 | 0:00:00.056001 |\n", "| 3 | 0.0 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.0 | 0:00:00.062997 | 0:00:00.010033 | 0:00:00.062997 |\n", "| 7 | 0.0 | 0:00:00.058967 | 0:00:00.008999 | 0:00:00.058967 |\n", "| 9 | 0.0 | 0:00:00.058002 | 0:00:00.009000 | 0:00:00.058002 |\n", "| 11 | 0.0 | 0:00:00.058998 | 0:00:00.008999 | 0:00:00.058998 |\n", "| 13 | 0.0 | 0:00:00.072000 | 0:00:00.009000 | 0:00:00.072000 |\n", "| 15 | 0.0 | 0:00:00.059001 | 0:00:00.008998 | 0:00:00.059001 |\n", "| 17 | 0.0 | 0:00:00.058001 | 0:00:00.010001 | 0:00:00.058001 |\n", "| 19 | 0.0 | 0:00:00.057999 | 0:00:00.009000 | 0:00:00.057999 |\n", "| 21 | 0.0 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 23 | 0.0 | 0:00:00.056002 | 0:00:00.010000 | 0:00:00.056002 |\n", "| 25 | 0.0 | 0:00:00.067999 | 0:00:00.009999 | 0:00:00.067999 |\n", "| Average | 0.053 | 0:00:00.060151 | 0:00:00.009387 | 0:00:00.034769 |\n", "| Std Dev. | 0.1835 | 0.004588510166217656 | 0.0004897994989545695 | 0.02559109340661476 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.907 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.907 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.907 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.907 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.907 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.907 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.907 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.907 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.907 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.907 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.907 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.907 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7134 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.4535 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.4535 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.4535 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.4535 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.4535 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.4535 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.4535 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.4535 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.4535 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.4535 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.4535 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.4535 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.4735 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0693 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.907 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.907 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.907 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.907 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.907 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.907 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.907 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.907 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.907 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.907 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.907 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.907 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6122 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.5 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.5 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.5 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.5 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.5 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.5 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.5 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.5 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.5 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.5 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.5 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.5086 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0299 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.907 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.907 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.907 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.907 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.907 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.907 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.907 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.907 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.907 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.907 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.907 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.907 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6417 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.4756 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.4756 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.4756 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.4756 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.4756 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.4756 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.4756 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.4756 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.4756 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.4756 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.4756 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.4756 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.4884 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0442 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.907 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.907 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.907 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.907 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.907 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.907 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.907 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.907 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.907 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.907 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.907 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.907 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.907 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6122 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.5 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.5 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.5 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.5 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.5 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.5 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.5 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.5 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.5 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.5 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.5 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.5086 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0299 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1948 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.093 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.093 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.093 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.093 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.093 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.093 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.093 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.093 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.093 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.093 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.093 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.093 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.1008 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0271 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.093 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.093 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.093 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.093 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.093 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.093 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.093 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.093 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.093 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.093 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.093 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.093 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.093 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.093 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.0 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+-------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4935 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 3 | 0.0 | 0:00:00.060999 | 0:00:00.010034 | 0:00:00.060999 |\n", "| 5 | 0.0 | 0:00:00.088967 | 0:00:00.008999 | 0:00:00.088967 |\n", "| 7 | 0.0 | 0:00:00.061003 | 0:00:00.009002 | 0:00:00.061003 |\n", "| 9 | 0.0 | 0:00:00.064999 | 0:00:00.009999 | 0:00:00.064999 |\n", "| 11 | 0.0 | 0:00:00.063999 | 0:00:00.013000 | 0:00:00.063999 |\n", "| 13 | 0.0 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 15 | 0.0 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 17 | 0.0 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 19 | 0.0 | 0:00:00.076001 | 0:00:00.009999 | 0:00:00.076001 |\n", "| 21 | 0.0 | 0:00:00.057002 | 0:00:00.009999 | 0:00:00.057002 |\n", "| 23 | 0.0 | 0:00:00.063002 | 0:00:00.009998 | 0:00:00.063002 |\n", "| 25 | 0.0 | 0:00:00.076004 | 0:00:00.013997 | 0:00:00.076004 |\n", "| Average | 0.038 | 0:00:00.065613 | 0:00:00.010387 | 0:00:00.038000 |\n", "| Std Dev. | 0.1315 | 0.008812522221332442 | 0.0014419775526941377 | 0.02832607131587832 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8837 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.8605 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.8605 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.8837 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.907 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.907 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.907 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.907 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.907 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.907 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.907 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.907 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.907 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.8962 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0173 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.5994 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.4625 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.4625 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.4634 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.4643 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.4643 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.4643 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.4643 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.4643 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.4643 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.4643 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.4643 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.4643 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.4743 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0361 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8837 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.8605 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.8605 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.8837 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.907 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.907 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.907 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.907 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.907 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.907 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.907 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.907 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.907 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.8962 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0173 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.6292 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.4625 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.4625 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.475 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.4875 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.4875 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.4875 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.4875 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.4875 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.4875 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.4875 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.4875 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.4875 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.4936 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0402 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8837 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.8605 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.8605 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.8837 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.907 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.907 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.907 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.907 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.907 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.907 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.907 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.907 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.907 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.8962 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0173 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.6112 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.4625 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.4625 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.4691 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.4756 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.4756 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.4756 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.4756 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.4756 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.4756 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.4756 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.4756 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.4756 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.4835 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0372 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8837 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.8605 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.8605 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.8837 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.907 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.907 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.907 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.907 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.907 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.907 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.907 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.907 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.907 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.8962 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0173 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.6292 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.4625 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.4625 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.475 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.4875 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.4875 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.4875 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.4875 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.4875 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.4875 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.4875 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.4875 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.4875 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.4936 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0402 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.1298 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.0698 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.0698 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.0698 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.0698 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.0698 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.0698 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.0698 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.0698 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.0698 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.0698 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.0698 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.0698 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.0744 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.016 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.1163 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.1395 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.1395 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.1163 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.093 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.093 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.093 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.093 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.093 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.093 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.093 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.093 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.093 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.1038 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.0173 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.5553 | 0:00:00.064032 | 0:00:00.009000 | 0:00:00.064032 |\n", "| 3 | 0.0 | 0:00:00.057003 | 0:00:00.009002 | 0:00:00.057003 |\n", "| 5 | 0.0 | 0:00:00.057962 | 0:00:00.008999 | 0:00:00.057962 |\n", "| 7 | 0.0 | 0:00:00.057000 | 0:00:00.009036 | 0:00:00.057000 |\n", "| 9 | 0.0 | 0:00:00.066968 | 0:00:00.009000 | 0:00:00.066968 |\n", "| 11 | 0.0 | 0:00:00.060038 | 0:00:00.009962 | 0:00:00.060038 |\n", "| 13 | 0.0 | 0:00:00.055005 | 0:00:00.009999 | 0:00:00.055005 |\n", "| 15 | 0.0 | 0:00:00.055000 | 0:00:00.010002 | 0:00:00.055000 |\n", "| 17 | 0.0 | 0:00:00.059999 | 0:00:00.010002 | 0:00:00.059999 |\n", "| 19 | 0.0 | 0:00:00.057997 | 0:00:00.010005 | 0:00:00.057997 |\n", "| 21 | 0.0 | 0:00:00.057996 | 0:00:00.012001 | 0:00:00.057996 |\n", "| 23 | 0.0 | 0:00:00.060998 | 0:00:00.012001 | 0:00:00.060998 |\n", "| 25 | 0.0 | 0:00:00.066002 | 0:00:00.011000 | 0:00:00.066002 |\n", "| Average | 0.0427 | 0:00:00.059692 | 0:00:00.010001 | 0:00:00.034846 |\n", "| Std Dev. | 0.148 | 0.0037283745026957305 | 0.001035404505977872 | 0.024996023708050024 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.9302 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.9535 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.9535 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.9302 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.9302 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.9302 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.9302 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.9302 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.9302 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.9302 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.9302 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.9302 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.932 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.011 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6417 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.7256 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.9762 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.9762 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.4651 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.4651 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.4651 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.4651 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.4651 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.4651 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.4651 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.4651 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.4651 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.5774 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.1876 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.9302 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.9535 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.9535 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.9302 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.9302 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.9302 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.9302 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.9302 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.9302 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.9302 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.9302 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.9302 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.932 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.011 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6417 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.6542 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.6667 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.6667 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.5 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.5 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.5 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.5 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.5 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.5 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.5 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.5 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.5 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.5484 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.0728 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.9302 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.9535 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.9535 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.9302 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.9302 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.9302 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.9302 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.9302 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.9302 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.9302 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.9302 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.9302 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.932 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.011 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6417 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.6815 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.7378 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.7378 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.4819 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.4819 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.4819 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.4819 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.4819 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.4819 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.4819 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.4819 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.4819 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.5489 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.103 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.907 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.9302 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.9535 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.9535 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.9302 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.9302 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.9302 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.9302 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.9302 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.9302 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.9302 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.9302 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.9302 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.932 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.011 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6417 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.6542 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.6667 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.6667 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.5 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.5 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.5 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.5 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.5 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.5 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.5 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.5 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.5 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.5484 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.0728 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1576 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.2132 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.3798 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.3798 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.0698 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.0698 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.0698 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.0698 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.0698 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.0698 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.0698 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.0698 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.0698 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.1353 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.1126 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.093 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.0698 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.0465 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.0465 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.0698 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.0698 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.0698 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.0698 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.0698 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.0698 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.0698 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.0698 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.0698 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.068 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.011 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5627 | 0:00:00.062965 | 0:00:00.010003 | 0:00:00.062965 |\n", "| 3 | 0.5701 | 0:00:00.057000 | 0:00:00.009001 | 0:00:00.057000 |\n", "| 5 | 0.5774 | 0:00:00.059997 | 0:00:00.012002 | 0:00:00.059997 |\n", "| 7 | 0.5774 | 0:00:00.061003 | 0:00:00.008996 | 0:00:00.061003 |\n", "| 9 | 0.0 | 0:00:00.066001 | 0:00:00.009001 | 0:00:00.066001 |\n", "| 11 | 0.0 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 13 | 0.0 | 0:00:00.067999 | 0:00:00.012006 | 0:00:00.067999 |\n", "| 15 | 0.0 | 0:00:00.060994 | 0:00:00.011000 | 0:00:00.060994 |\n", "| 17 | 0.0 | 0:00:00.059002 | 0:00:00.009998 | 0:00:00.059002 |\n", "| 19 | 0.0 | 0:00:00.069000 | 0:00:00.011000 | 0:00:00.069000 |\n", "| 21 | 0.0 | 0:00:00.060003 | 0:00:00.009997 | 0:00:00.060003 |\n", "| 23 | 0.0 | 0:00:00.058000 | 0:00:00.010000 | 0:00:00.058000 |\n", "| 25 | 0.0 | 0:00:00.057000 | 0:00:00.016005 | 0:00:00.057000 |\n", "| Average | 0.176 | 0:00:00.061459 | 0:00:00.010616 | 0:00:00.036037 |\n", "| Std Dev. | 0.264 | 0.003794011433202866 | 0.0018637555905138428 | 0.02559636963456747 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.8095 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.8095 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.9048 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.9286 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.9286 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.9286 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.9286 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.9286 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.9286 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.9286 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.9286 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.9286 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.9286 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.9084 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0426 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+----------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.4595 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.4595 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.4634 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.4643 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.4643 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.4643 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.4643 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.4643 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.4643 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.4643 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.4643 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.4643 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.4643 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.4635 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0017 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.8095 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.8095 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.9048 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.9286 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.9286 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.9286 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.9286 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.9286 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.9286 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.9286 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.9286 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.9286 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.9286 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.9084 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0426 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.4359 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.4359 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.4872 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.5 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.5 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.5 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.5 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.5 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.5 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.5 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.5 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.5 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.5 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.4892 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.023 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.8095 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.8095 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.9048 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.9286 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.9286 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.9286 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.9286 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.9286 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.9286 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.9286 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.9286 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.9286 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.9286 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.9084 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0426 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+--------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.4474 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.4474 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.475 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.4815 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.4815 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.4815 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.4815 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.4815 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.4815 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.4815 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.4815 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.4815 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.4815 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.4757 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0122 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.8095 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.8095 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.9048 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.9286 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.9286 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.9286 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.9286 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.9286 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.9286 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.9286 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.9286 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.9286 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.9286 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.9084 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0426 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.4359 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.4359 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.4872 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.5 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.5 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.5 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.5 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.5 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.5 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.5 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.5 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.5 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.5 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.4892 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.023 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.0714 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.0714 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.0714 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.0714 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.0714 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.0714 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.0714 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.0714 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.0714 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.0714 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.0714 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.0714 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.0714 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.0714 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+-----------------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.1905 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.1905 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.0952 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.0714 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.0714 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.0714 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.0714 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.0714 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.0714 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.0714 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.0714 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.0714 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.0714 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.0916 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0426 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.060000 | 0:00:00.008998 | 0:00:00.060000 |\n", "| 3 | 0.0 | 0:00:00.058999 | 0:00:00.009035 | 0:00:00.058999 |\n", "| 5 | 0.0 | 0:00:00.068967 | 0:00:00.008999 | 0:00:00.068967 |\n", "| 7 | 0.0 | 0:00:00.059002 | 0:00:00.008999 | 0:00:00.059002 |\n", "| 9 | 0.0 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 11 | 0.0 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 13 | 0.0 | 0:00:00.065001 | 0:00:00.010001 | 0:00:00.065001 |\n", "| 15 | 0.0 | 0:00:00.059000 | 0:00:00.009001 | 0:00:00.059000 |\n", "| 17 | 0.0 | 0:00:00.062999 | 0:00:00.009999 | 0:00:00.062999 |\n", "| 19 | 0.0 | 0:00:00.056998 | 0:00:00.008999 | 0:00:00.056998 |\n", "| 21 | 0.0 | 0:00:00.064000 | 0:00:00.012003 | 0:00:00.064000 |\n", "| 23 | 0.0 | 0:00:00.057997 | 0:00:00.011000 | 0:00:00.057997 |\n", "| 25 | 0.0 | 0:00:00.058002 | 0:00:00.012002 | 0:00:00.058002 |\n", "| Average | 0.0 | 0:00:00.060613 | 0:00:00.009772 | 0:00:00.035192 |\n", "| Std Dev. | 0.0 | 0.00344809407324462 | 0.0011191423159831666 | 0.025549126255966302 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8828 | 0.0377 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.8782 | 0.0415 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.9019 | 0.0308 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.9159 | 0.0235 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.9159 | 0.011 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.9159 | 0.011 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.9159 | 0.011 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.9159 | 0.011 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.9159 | 0.011 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.9159 | 0.011 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.9159 | 0.011 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.9159 | 0.011 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.9159 | 0.011 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.9094 | 0.0179 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0129 | 0.011 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6277 | 0.0959 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.5107 | 0.1075 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.5616 | 0.2073 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.5622 | 0.2071 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.4601 | 0.0054 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.4601 | 0.0054 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.4601 | 0.0054 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.4601 | 0.0054 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.4601 | 0.0054 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.4601 | 0.0054 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.4601 | 0.0054 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.4601 | 0.0054 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.4601 | 0.0054 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.4926 | 0.0513 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0538 | 0.0748 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8828 | 0.0377 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.8782 | 0.0415 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.9019 | 0.0308 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.9159 | 0.0235 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.9159 | 0.011 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.9159 | 0.011 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.9159 | 0.011 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.9159 | 0.011 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.9159 | 0.011 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.9159 | 0.011 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.9159 | 0.011 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.9159 | 0.011 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.9159 | 0.011 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.9094 | 0.0179 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0129 | 0.011 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6087 | 0.0946 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.5079 | 0.0763 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.5207 | 0.074 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.5283 | 0.0698 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.4975 | 0.005 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.4975 | 0.005 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.4975 | 0.005 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.4975 | 0.005 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.4975 | 0.005 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.4975 | 0.005 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.4975 | 0.005 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.4975 | 0.005 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.4975 | 0.005 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.511 | 0.0277 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0298 | 0.0344 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8828 | 0.0377 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.8782 | 0.0415 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.9019 | 0.0308 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.9159 | 0.0235 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.9159 | 0.011 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.9159 | 0.011 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.9159 | 0.011 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.9159 | 0.011 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.9159 | 0.011 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.9159 | 0.011 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.9159 | 0.011 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.9159 | 0.011 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.9159 | 0.011 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.9094 | 0.0179 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0129 | 0.011 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6133 | 0.0911 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.5072 | 0.0876 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.524 | 0.107 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.5279 | 0.105 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.478 | 0.003 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.478 | 0.003 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.478 | 0.003 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.478 | 0.003 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.478 | 0.003 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.478 | 0.003 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.478 | 0.003 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.478 | 0.003 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.478 | 0.003 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.4981 | 0.0321 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0377 | 0.044 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8828 | 0.0377 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.8782 | 0.0415 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.9019 | 0.0308 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.9159 | 0.0235 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.9159 | 0.011 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.9159 | 0.011 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.9159 | 0.011 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.9159 | 0.011 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.9159 | 0.011 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.9159 | 0.011 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.9159 | 0.011 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.9159 | 0.011 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.9159 | 0.011 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.9094 | 0.0179 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0129 | 0.011 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6087 | 0.0946 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.5079 | 0.0763 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.5207 | 0.074 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.5283 | 0.0698 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.4975 | 0.005 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.4975 | 0.005 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.4975 | 0.005 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.4975 | 0.005 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.4975 | 0.005 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.4975 | 0.005 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.4975 | 0.005 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.4975 | 0.005 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.4975 | 0.005 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.511 | 0.0277 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0298 | 0.0344 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.17 | 0.075 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.1081 | 0.0535 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.1414 | 0.1196 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.1414 | 0.1196 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.0794 | 0.0111 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.0794 | 0.0111 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.0794 | 0.0111 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.0794 | 0.0111 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.0794 | 0.0111 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.0794 | 0.0111 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.0794 | 0.0111 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.0794 | 0.0111 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.0794 | 0.0111 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.0981 | 0.036 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0306 | 0.0406 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1172 | 0.0377 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.1218 | 0.0415 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.0981 | 0.0308 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.0841 | 0.0235 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.0841 | 0.011 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.0841 | 0.011 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.0841 | 0.011 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.0841 | 0.011 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.0841 | 0.011 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.0841 | 0.011 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.0841 | 0.011 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.0841 | 0.011 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.0841 | 0.011 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.0906 | 0.0179 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.0129 | 0.011 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4601 | 0.2386 | 0:00:00.060799 | 0:00:00.009200 | 0:00:00.070000 |\n", "| 3 | 0.114 | 0.228 | 0:00:00.058200 | 0:00:00.009215 | 0:00:00.067415 |\n", "| 5 | 0.1155 | 0.2309 | 0:00:00.067778 | 0:00:00.009806 | 0:00:00.077584 |\n", "| 7 | 0.1155 | 0.2309 | 0:00:00.059395 | 0:00:00.009006 | 0:00:00.068401 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.063194 | 0:00:00.009200 | 0:00:00.072394 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.060006 | 0:00:00.009993 | 0:00:00.069999 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.064401 | 0:00:00.010401 | 0:00:00.074802 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.058599 | 0:00:00.009800 | 0:00:00.068399 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.059800 | 0:00:00.010000 | 0:00:00.069800 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.063599 | 0:00:00.009801 | 0:00:00.073400 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.059600 | 0:00:00.010800 | 0:00:00.070400 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.059200 | 0:00:00.010600 | 0:00:00.069800 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.065001 | 0:00:00.012601 | 0:00:00.077602 |\n", "| Average | 0.0619 | 0.0714 | 0:00:00.061506 | 0:00:00.010032 | 0:00:00.071538 |\n", "| Std Dev. | 0.1245 | 0.1072 | 0.0028502278 | 0.0009161187 | 0.0032456318 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'glass4'\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.9535 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.9535 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.9535 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.9302 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.9302 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.9302 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.9302 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.9302 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.9302 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.9302 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.9302 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.9302 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.9374 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0107 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.8208 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.8208 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.8208 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.7256 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.7256 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.7256 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.7256 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.7256 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.7256 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.7256 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.7256 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.7256 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.7533 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0418 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.9535 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.9535 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.9535 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.9302 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.9302 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.9302 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.9302 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.9302 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.9302 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.9302 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.9302 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.9302 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.9374 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0107 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.975 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.8208 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.8208 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.8208 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.6542 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.6542 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.6542 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.6542 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.6542 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.6542 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.6542 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.6542 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.6542 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.7173 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.1017 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.9535 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.9535 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.9535 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.9302 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.9302 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.9302 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.9302 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.9302 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.9302 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.9302 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.9302 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.9302 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.9374 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0107 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8622 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.8208 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.8208 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.8208 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.6815 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.6815 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.6815 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.6815 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.6815 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.6815 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.6815 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.6815 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.6815 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.7275 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0698 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.9535 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.9535 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.9535 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.9302 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.9302 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.9302 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.9302 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.9302 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.9302 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.9302 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.9302 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.9302 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.9374 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0107 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.975 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.8208 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.8208 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.8208 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.6542 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.6542 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.6542 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.6542 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.6542 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.6542 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.6542 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.6542 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.6542 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.7173 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.1017 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.6 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.4677 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.4677 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.4677 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.2132 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.2132 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.2132 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.2132 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.2132 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.2132 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.2132 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.2132 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.2132 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.3017 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.1365 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.0465 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.0465 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.0465 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.0465 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.0698 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.0698 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.0698 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.0698 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.0698 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.0698 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.0698 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.0698 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.0698 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.0626 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.0107 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9747 | 0:00:00.055996 | 0:00:00.009000 | 0:00:00.055996 |\n", "| 3 | 0.8062 | 0:00:00.060001 | 0:00:00.010001 | 0:00:00.060001 |\n", "| 5 | 0.8062 | 0:00:00.063998 | 0:00:00.009000 | 0:00:00.063998 |\n", "| 7 | 0.8062 | 0:00:00.056999 | 0:00:00.009001 | 0:00:00.056999 |\n", "| 9 | 0.5701 | 0:00:00.067001 | 0:00:00.010000 | 0:00:00.067001 |\n", "| 11 | 0.5701 | 0:00:00.063002 | 0:00:00.010999 | 0:00:00.063002 |\n", "| 13 | 0.5701 | 0:00:00.068998 | 0:00:00.011001 | 0:00:00.068998 |\n", "| 15 | 0.5701 | 0:00:00.064000 | 0:00:00.010000 | 0:00:00.064000 |\n", "| 17 | 0.5701 | 0:00:00.061000 | 0:00:00.010997 | 0:00:00.061000 |\n", "| 19 | 0.5701 | 0:00:00.062003 | 0:00:00.011000 | 0:00:00.062003 |\n", "| 21 | 0.5701 | 0:00:00.061999 | 0:00:00.011000 | 0:00:00.061999 |\n", "| 23 | 0.5701 | 0:00:00.060001 | 0:00:00.012000 | 0:00:00.060001 |\n", "| 25 | 0.5701 | 0:00:00.059997 | 0:00:00.011000 | 0:00:00.059997 |\n", "| Average | 0.6557 | 0:00:00.061923 | 0:00:00.010385 | 0:00:00.036154 |\n", "| Std Dev. | 0.1346 | 0.0034747097675223836 | 0.000922895846566224 | 0.025894170072972025 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.9535 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.9535 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.9535 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.9302 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.9535 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.9535 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.9535 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.9535 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.9767 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.9767 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.9606 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0141 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.875 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.8208 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.8208 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.8208 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.7256 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.9762 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.9762 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.9762 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.9762 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.9878 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.9878 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.9878 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.9878 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.9169 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0878 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.9535 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.9535 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.9535 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.9302 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.9535 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.9535 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.9535 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.9535 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.9767 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.9767 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.9606 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0141 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9875 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.8208 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.8208 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.8208 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.6542 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.6667 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.6667 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.6667 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.6667 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.8333 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.8333 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.8333 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.8333 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.7772 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0987 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.9535 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.9535 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.9535 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.9302 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.9535 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.9535 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.9535 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.9535 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.9767 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.9767 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.9606 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0141 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9222 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.8208 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.8208 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.8208 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.6815 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.7378 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.7378 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.7378 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.7378 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.8938 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.8938 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.8938 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.8938 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.8148 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0775 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.9535 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.9535 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.9535 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.9302 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.9535 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.9535 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.9535 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.9535 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.9767 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.9767 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.9606 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0141 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9875 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.8208 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.8208 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.8208 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.6542 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.6667 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.6667 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.6667 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.6667 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.8333 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.8333 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.8333 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.8333 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.7772 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0987 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.4677 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.4677 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.4677 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.2132 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.3798 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.3798 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.3798 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.3798 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.6899 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.6899 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.6899 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.6899 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.5112 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.1637 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0233 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.0465 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.0465 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.0465 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.0698 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.0465 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.0465 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.0465 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.0465 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.0233 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.0233 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.0233 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.0233 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.0394 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.0141 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9874 | 0:00:00.056999 | 0:00:00.007999 | 0:00:00.056999 |\n", "| 3 | 0.8062 | 0:00:00.057001 | 0:00:00.009000 | 0:00:00.057001 |\n", "| 5 | 0.8062 | 0:00:00.060001 | 0:00:00.011000 | 0:00:00.060001 |\n", "| 7 | 0.8062 | 0:00:00.061998 | 0:00:00.009003 | 0:00:00.061998 |\n", "| 9 | 0.5701 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 11 | 0.5774 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 13 | 0.5774 | 0:00:00.068001 | 0:00:00.010000 | 0:00:00.068001 |\n", "| 15 | 0.5774 | 0:00:00.067003 | 0:00:00.009996 | 0:00:00.067003 |\n", "| 17 | 0.5774 | 0:00:00.058000 | 0:00:00.009001 | 0:00:00.058000 |\n", "| 19 | 0.8165 | 0:00:00.057998 | 0:00:00.010002 | 0:00:00.057998 |\n", "| 21 | 0.8165 | 0:00:00.059001 | 0:00:00.010033 | 0:00:00.059001 |\n", "| 23 | 0.8165 | 0:00:00.057999 | 0:00:00.010999 | 0:00:00.057999 |\n", "| 25 | 0.8165 | 0:00:00.057965 | 0:00:00.010001 | 0:00:00.057965 |\n", "| Average | 0.7347 | 0:00:00.059766 | 0:00:00.009618 | 0:00:00.034692 |\n", "| Std Dev. | 0.1336 | 0.003557392122700645 | 0.000836583650452119 | 0.025206972566621053 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9767 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9767 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.9767 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.9767 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.9767 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.9767 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.9767 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.9767 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.9767 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.9785 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0062 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.875 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.875 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.875 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.875 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.9878 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.9878 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.9878 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.9878 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.9878 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.9878 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.9878 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.9878 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.954 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0528 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9767 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9767 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.9767 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.9767 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.9767 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.9767 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.9767 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.9767 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.9767 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.9785 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0062 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9875 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9875 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9875 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9875 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.8333 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.8333 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.8333 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.8333 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.8333 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.8333 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.8333 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.8333 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.8936 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0763 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9767 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9767 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.9767 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.9767 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.9767 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.9767 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.9767 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.9767 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.9767 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.9785 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0062 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9222 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9222 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9222 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9222 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.8938 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.8938 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.8938 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.8938 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.8938 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.8938 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.8938 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.8938 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.9107 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0288 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9767 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9767 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.9767 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.9767 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.9767 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.9767 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.9767 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.9767 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.9767 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.9785 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0062 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9875 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9875 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9875 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9875 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.8333 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.8333 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.8333 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.8333 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.8333 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.8333 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.8333 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.8333 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.8936 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0763 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.75 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.75 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.75 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.6899 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.6899 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.6899 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.6899 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.6899 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.6899 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.6899 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.6899 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.7323 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0819 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0233 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.0233 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.0233 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.0233 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 0.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.0233 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.0233 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.0233 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.0233 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.0233 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.0233 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.0233 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.0233 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.0215 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0062 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9874 | 0:00:00.056999 | 0:00:00.009000 | 0:00:00.056999 |\n", "| 3 | 0.9874 | 0:00:00.068001 | 0:00:00.008999 | 0:00:00.068001 |\n", "| 5 | 0.9874 | 0:00:00.066001 | 0:00:00.009000 | 0:00:00.066001 |\n", "| 7 | 0.9874 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 9 | 1.0 | 0:00:00.058002 | 0:00:00.009998 | 0:00:00.058002 |\n", "| 11 | 0.8165 | 0:00:00.060002 | 0:00:00.011002 | 0:00:00.060002 |\n", "| 13 | 0.8165 | 0:00:00.068997 | 0:00:00.010001 | 0:00:00.068997 |\n", "| 15 | 0.8165 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 17 | 0.8165 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 19 | 0.8165 | 0:00:00.058002 | 0:00:00.010998 | 0:00:00.058002 |\n", "| 21 | 0.8165 | 0:00:00.060002 | 0:00:00.010002 | 0:00:00.060002 |\n", "| 23 | 0.8165 | 0:00:00.064999 | 0:00:00.010000 | 0:00:00.064999 |\n", "| 25 | 0.8165 | 0:00:00.058000 | 0:00:00.011001 | 0:00:00.058000 |\n", "| Average | 0.8832 | 0:00:00.061308 | 0:00:00.009923 | 0:00:00.035615 |\n", "| Std Dev. | 0.0844 | 0.0040639112554469526 | 0.0007299539533099687 | 0.025857754278218452 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.9767 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.9767 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.9767 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.9767 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.9535 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.9767 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.9767 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.9767 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.9767 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.975 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0062 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9881 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.9881 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.9881 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.9881 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.9881 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.4767 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.9881 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.9881 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.9881 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.9881 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.9881 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.9881 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.9881 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.9488 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.1363 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.9767 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.9767 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.9767 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.9767 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.9535 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.9767 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.9767 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.9767 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.9767 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.975 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0062 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.75 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.75 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.75 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.75 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.5 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.75 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.75 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.75 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.75 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.75 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.75 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.75 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.7308 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0666 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.9767 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.9767 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.9767 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.9767 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.9535 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.9767 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.9767 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.9767 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.9767 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.975 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0062 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8273 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.8273 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.8273 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.8273 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.8273 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.4881 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.8273 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.8273 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.8273 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.8273 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.8273 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.8273 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.8273 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.8012 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0904 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9767 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.9767 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.9767 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.9767 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.9767 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.9535 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.9767 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.9767 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.9767 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.9767 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.9767 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.9767 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.9767 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.975 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0062 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.75 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.75 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.75 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.75 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.5 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.75 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.75 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.75 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.75 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.75 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.75 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.75 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.7308 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0666 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5233 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.5233 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.5233 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.5233 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.5233 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.0465 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.5233 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.5233 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.5233 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.5233 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.5233 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.5233 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.5233 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.4866 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.127 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0233 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.0233 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.0233 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.0233 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.0233 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.0465 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.0233 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.0233 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.0233 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.0233 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.0233 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.0233 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.0233 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.025 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.0062 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7071 | 0:00:00.060001 | 0:00:00.009999 | 0:00:00.060001 |\n", "| 3 | 0.7071 | 0:00:00.060999 | 0:00:00.012000 | 0:00:00.060999 |\n", "| 5 | 0.7071 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 7 | 0.7071 | 0:00:00.062000 | 0:00:00.009002 | 0:00:00.062000 |\n", "| 9 | 0.7071 | 0:00:00.066998 | 0:00:00.008999 | 0:00:00.066998 |\n", "| 11 | 0.0 | 0:00:00.058002 | 0:00:00.010000 | 0:00:00.058002 |\n", "| 13 | 0.7071 | 0:00:00.057000 | 0:00:00.009000 | 0:00:00.057000 |\n", "| 15 | 0.7071 | 0:00:00.058001 | 0:00:00.009000 | 0:00:00.058001 |\n", "| 17 | 0.7071 | 0:00:00.059998 | 0:00:00.009001 | 0:00:00.059998 |\n", "| 19 | 0.7071 | 0:00:00.059000 | 0:00:00.009998 | 0:00:00.059000 |\n", "| 21 | 0.7071 | 0:00:00.059003 | 0:00:00.009998 | 0:00:00.059003 |\n", "| 23 | 0.7071 | 0:00:00.057999 | 0:00:00.010001 | 0:00:00.057999 |\n", "| 25 | 0.7071 | 0:00:00.061000 | 0:00:00.010000 | 0:00:00.061000 |\n", "| Average | 0.6527 | 0:00:00.059616 | 0:00:00.009692 | 0:00:00.034654 |\n", "| Std Dev. | 0.1884 | 0.0027877674440507177 | 0.0008211089420438276 | 0.025046109669389437 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.9762 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.9524 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.9524 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.9524 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.9524 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.9524 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.9524 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.9524 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.9524 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.9689 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.0217 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.9878 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.4762 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.4762 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.4762 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.4762 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.4762 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.4762 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.4762 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.4762 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.6767 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.2537 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.9762 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.9524 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.9524 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.9524 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.9524 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.9524 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.9524 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.9524 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.9524 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.9689 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.0217 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.75 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.5 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.5 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.5 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.5 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.5 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.5 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.5 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.5 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.6731 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.2275 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.9762 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.9524 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.9524 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.9524 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.9524 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.9524 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.9524 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.9524 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.9524 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.9689 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.0217 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.8272 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.4878 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.4878 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.4878 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.4878 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.4878 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.4878 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.4878 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.4878 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.6715 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.2363 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.9762 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.9524 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.9524 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.9524 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.9524 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.9524 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.9524 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.9524 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.9524 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.9689 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.0217 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.75 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.5 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.5 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.5 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.5 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.5 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.5 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.5 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.5 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.6731 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.2275 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.5238 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.0476 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.0476 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.0476 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.0476 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.0476 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.0476 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.0476 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.0476 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.3773 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.4334 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 0.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 0.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 0.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.0238 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.0476 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.0476 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.0476 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.0476 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.0476 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.0476 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.0476 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.0476 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.0311 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.0217 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.063999 | 0:00:00.010003 | 0:00:00.063999 |\n", "| 3 | 1.0 | 0:00:00.056998 | 0:00:00.009001 | 0:00:00.056998 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.016032 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.097966 | 0:00:00.009001 | 0:00:00.097966 |\n", "| 9 | 0.7071 | 0:00:00.079000 | 0:00:00.011002 | 0:00:00.079000 |\n", "| 11 | 0.0 | 0:00:00.059006 | 0:00:00.013992 | 0:00:00.059006 |\n", "| 13 | 0.0 | 0:00:00.071002 | 0:00:00.008999 | 0:00:00.071002 |\n", "| 15 | 0.0 | 0:00:00.057999 | 0:00:00.008999 | 0:00:00.057999 |\n", "| 17 | 0.0 | 0:00:00.056004 | 0:00:00.009997 | 0:00:00.056004 |\n", "| 19 | 0.0 | 0:00:00.055999 | 0:00:00.011002 | 0:00:00.055999 |\n", "| 21 | 0.0 | 0:00:00.076000 | 0:00:00.008998 | 0:00:00.076000 |\n", "| 23 | 0.0 | 0:00:00.057000 | 0:00:00.010002 | 0:00:00.057000 |\n", "| 25 | 0.0 | 0:00:00.057001 | 0:00:00.010000 | 0:00:00.057001 |\n", "| Average | 0.3621 | 0:00:00.065536 | 0:00:00.010541 | 0:00:00.038038 |\n", "| Std Dev. | 0.4637 | 0.012015800617951647 | 0.002066953252135974 | 0.02881759274332435 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9767 | 0.0147 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.9721 | 0.0174 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.9721 | 0.0174 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.9721 | 0.0174 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.9627 | 0.0279 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.9533 | 0.0147 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.9579 | 0.0175 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.9579 | 0.0175 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.9579 | 0.0175 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.9626 | 0.0187 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.9626 | 0.0187 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.9626 | 0.0187 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.9626 | 0.0187 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.9641 | 0.0182 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0068 | 0.0031 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9076 | 0.0758 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.901 | 0.0786 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.901 | 0.0786 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.901 | 0.0786 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.8854 | 0.1306 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.7285 | 0.2261 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.8308 | 0.2036 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.8308 | 0.2036 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.8308 | 0.2036 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.8331 | 0.2053 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.8331 | 0.2053 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.8331 | 0.2053 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.8331 | 0.2053 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.8499 | 0.1616 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0475 | 0.0595 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9767 | 0.0147 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.9721 | 0.0174 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.9721 | 0.0174 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.9721 | 0.0174 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.9627 | 0.0279 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.9533 | 0.0147 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.9579 | 0.0175 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.9579 | 0.0175 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.9579 | 0.0175 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.9626 | 0.0187 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.9626 | 0.0187 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.9626 | 0.0187 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.9626 | 0.0187 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.9641 | 0.0182 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0068 | 0.0031 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.94 | 0.0953 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.8758 | 0.0998 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.8758 | 0.0998 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.8758 | 0.0998 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.7617 | 0.1266 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.6308 | 0.1242 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.6808 | 0.111 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.6808 | 0.111 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.6808 | 0.111 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.7142 | 0.1258 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.7142 | 0.1258 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.7142 | 0.1258 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.7142 | 0.1258 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.7584 | 0.114 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0947 | 0.0118 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9767 | 0.0147 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.9721 | 0.0174 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.9721 | 0.0174 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.9721 | 0.0174 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.9627 | 0.0279 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.9533 | 0.0147 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.9579 | 0.0175 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.9579 | 0.0175 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.9579 | 0.0175 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.9626 | 0.0187 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.9626 | 0.0187 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.9626 | 0.0187 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.9626 | 0.0187 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.9641 | 0.0182 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0068 | 0.0031 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9068 | 0.0591 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.8782 | 0.072 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.8782 | 0.072 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.8782 | 0.072 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.8035 | 0.1179 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.6578 | 0.1552 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.7256 | 0.1395 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.7256 | 0.1395 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.7256 | 0.1395 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.7568 | 0.1553 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.7568 | 0.1553 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.7568 | 0.1553 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.7568 | 0.1553 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.7852 | 0.1221 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.074 | 0.0371 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9767 | 0.0147 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.9721 | 0.0174 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.9721 | 0.0174 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.9721 | 0.0174 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.9627 | 0.0279 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.9533 | 0.0147 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.9579 | 0.0175 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.9579 | 0.0175 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.9579 | 0.0175 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.9626 | 0.0187 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.9626 | 0.0187 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.9626 | 0.0187 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.9626 | 0.0187 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.9641 | 0.0182 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0068 | 0.0031 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.94 | 0.0953 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.8758 | 0.0998 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.8758 | 0.0998 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.8758 | 0.0998 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.7617 | 0.1266 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.6308 | 0.1242 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.6808 | 0.111 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.6808 | 0.111 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.6808 | 0.111 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.7142 | 0.1258 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.7142 | 0.1258 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.7142 | 0.1258 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.7142 | 0.1258 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.7584 | 0.114 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0947 | 0.0118 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7247 | 0.1632 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.6417 | 0.2072 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.6417 | 0.2072 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.6417 | 0.2072 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.4947 | 0.2883 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.2754 | 0.2412 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.3708 | 0.2256 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.3708 | 0.2256 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.3708 | 0.2256 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.4328 | 0.2596 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.4328 | 0.2596 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.4328 | 0.2596 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.4328 | 0.2596 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.4818 | 0.233 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.1316 | 0.0316 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0233 | 0.0147 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.0279 | 0.0174 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.0279 | 0.0174 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.0279 | 0.0174 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.0373 | 0.0279 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.0467 | 0.0147 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.0421 | 0.0175 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.0421 | 0.0175 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.0421 | 0.0175 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.0374 | 0.0187 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.0374 | 0.0187 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.0374 | 0.0187 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.0374 | 0.0187 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.0359 | 0.0182 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.0068 | 0.0031 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9313 | 0.1124 | 0:00:00.058799 | 0:00:00.009200 | 0:00:00.067999 |\n", "| 3 | 0.8614 | 0.114 | 0:00:00.060600 | 0:00:00.009800 | 0:00:00.070400 |\n", "| 5 | 0.8614 | 0.114 | 0:00:00.061800 | 0:00:00.010807 | 0:00:00.072606 |\n", "| 7 | 0.8614 | 0.114 | 0:00:00.067193 | 0:00:00.009001 | 0:00:00.076194 |\n", "| 9 | 0.7109 | 0.157 | 0:00:00.065600 | 0:00:00.009800 | 0:00:00.075400 |\n", "| 11 | 0.3928 | 0.3327 | 0:00:00.059602 | 0:00:00.010998 | 0:00:00.070601 |\n", "| 13 | 0.5342 | 0.2822 | 0:00:00.066799 | 0:00:00.009800 | 0:00:00.076600 |\n", "| 15 | 0.5342 | 0.2822 | 0:00:00.061400 | 0:00:00.009599 | 0:00:00.071000 |\n", "| 17 | 0.5342 | 0.2822 | 0:00:00.059200 | 0:00:00.009799 | 0:00:00.068999 |\n", "| 19 | 0.582 | 0.3048 | 0:00:00.058601 | 0:00:00.010600 | 0:00:00.069201 |\n", "| 21 | 0.582 | 0.3048 | 0:00:00.063201 | 0:00:00.010006 | 0:00:00.073207 |\n", "| 23 | 0.582 | 0.3048 | 0:00:00.059600 | 0:00:00.010601 | 0:00:00.070200 |\n", "| 25 | 0.582 | 0.3048 | 0:00:00.058793 | 0:00:00.010400 | 0:00:00.069193 |\n", "| Average | 0.6577 | 0.2315 | 0:00:00.061630 | 0:00:00.010032 | 0:00:00.071662 |\n", "| Std Dev. | 0.162 | 0.088 | 0.0029925399 | 0.0005865838 | 0.0027752493 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'glass5'\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.9767 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.9767 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.9535 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.9767 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.9535 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.9767 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.9767 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.9767 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.9767 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.9767 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.9767 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.975 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.011 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.9881 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.9881 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.4767 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.9881 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.4767 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.9881 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.9881 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.9881 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.9881 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.9881 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.9881 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.9881 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.9103 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.1849 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.9767 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.9767 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.9535 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.9767 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.9535 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.9767 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.9767 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.9767 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.9767 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.9767 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.9767 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.975 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.011 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.75 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.75 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.5 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.75 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.5 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.75 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.75 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.75 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.75 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.75 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.75 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.75 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.7308 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.1185 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.9767 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.9767 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.9535 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.9767 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.9535 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.9767 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.9767 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.9767 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.9767 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.9767 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.9767 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.975 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.011 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.8273 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.8273 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.4881 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.8273 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.4881 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.8273 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.8273 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.8273 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.8273 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.8273 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.8273 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.8273 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.7884 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.136 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.9767 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.9767 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.9535 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.9767 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.9535 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.9767 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.9767 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.9767 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.9767 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.9767 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.9767 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.9767 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.975 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.011 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.75 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.75 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.5 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.75 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.5 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.75 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.75 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.75 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.75 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.75 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.75 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.75 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.7308 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.1185 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.5233 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.5233 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.0465 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.5233 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.0465 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.5233 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.5233 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.5233 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.5233 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.5233 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.5233 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.5233 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.4866 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.2261 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.0233 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.0233 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.0465 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.0233 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.0465 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.0233 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.0233 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.0233 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.0233 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.0233 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.0233 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.0233 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.025 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.011 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.008001 | 0:00:00.057999 |\n", "| 3 | 0.7071 | 0:00:00.060003 | 0:00:00.009999 | 0:00:00.060003 |\n", "| 5 | 0.7071 | 0:00:00.057999 | 0:00:00.009003 | 0:00:00.057999 |\n", "| 7 | 0.0 | 0:00:00.060997 | 0:00:00.010000 | 0:00:00.060997 |\n", "| 9 | 0.7071 | 0:00:00.061001 | 0:00:00.011002 | 0:00:00.061001 |\n", "| 11 | 0.0 | 0:00:00.065997 | 0:00:00.009998 | 0:00:00.065997 |\n", "| 13 | 0.7071 | 0:00:00.061000 | 0:00:00.009999 | 0:00:00.061000 |\n", "| 15 | 0.7071 | 0:00:00.071004 | 0:00:00.010001 | 0:00:00.071004 |\n", "| 17 | 0.7071 | 0:00:00.059996 | 0:00:00.011000 | 0:00:00.059996 |\n", "| 19 | 0.7071 | 0:00:00.064001 | 0:00:00.010001 | 0:00:00.064001 |\n", "| 21 | 0.7071 | 0:00:00.058998 | 0:00:00.011999 | 0:00:00.058998 |\n", "| 23 | 0.7071 | 0:00:00.071003 | 0:00:00.011998 | 0:00:00.071003 |\n", "| 25 | 0.7071 | 0:00:00.080999 | 0:00:00.011001 | 0:00:00.080999 |\n", "| Average | 0.6209 | 0:00:00.063923 | 0:00:00.010308 | 0:00:00.037115 |\n", "| Std Dev. | 0.2758 | 0.00648689809715172 | 0.001065260747699327 | 0.027207597177672446 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.9535 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.9535 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.9535 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.9535 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.9535 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.9535 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.9535 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.9535 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.9535 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.9535 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.9535 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.9535 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.9535 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+----------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.4767 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.4767 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.4767 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.4767 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.4767 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.4767 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.4767 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.4767 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.4767 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.4767 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.4767 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.4767 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.4767 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.4767 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.9535 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.9535 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.9535 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.9535 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.9535 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.9535 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.9535 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.9535 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.9535 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.9535 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.9535 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.9535 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.9535 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.5 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.5 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.5 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.5 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.5 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.5 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.5 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.5 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.5 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.5 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.5 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.5 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.5 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.9535 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.9535 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.9535 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.9535 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.9535 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.9535 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.9535 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.9535 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.9535 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.9535 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.9535 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.9535 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.9535 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+--------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.4881 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.4881 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.4881 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.4881 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.4881 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.4881 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.4881 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.4881 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.4881 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.4881 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.4881 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.4881 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.4881 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.4881 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+-----------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.9535 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.9535 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.9535 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.9535 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.9535 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.9535 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.9535 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.9535 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.9535 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.9535 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.9535 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.9535 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.9535 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.9535 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+-----------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.5 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.5 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.5 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.5 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.5 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.5 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.5 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.5 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.5 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.5 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.5 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.5 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.5 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+-----+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.0465 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.0465 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.0465 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.0465 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.0465 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.0465 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.0465 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.0465 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.0465 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.0465 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.0465 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.0465 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.0465 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.0465 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+-----------------------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.0465 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.0465 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.0465 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.0465 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.0465 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.0465 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.0465 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.0465 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.0465 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.0465 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.0465 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.0465 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.0465 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.0465 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 3 | 0.0 | 0:00:00.079002 | 0:00:00.008999 | 0:00:00.079002 |\n", "| 5 | 0.0 | 0:00:00.074002 | 0:00:00.009998 | 0:00:00.074002 |\n", "| 7 | 0.0 | 0:00:00.071001 | 0:00:00.009998 | 0:00:00.071001 |\n", "| 9 | 0.0 | 0:00:00.065001 | 0:00:00.009999 | 0:00:00.065001 |\n", "| 11 | 0.0 | 0:00:00.073004 | 0:00:00.010000 | 0:00:00.073004 |\n", "| 13 | 0.0 | 0:00:00.065998 | 0:00:00.010999 | 0:00:00.065998 |\n", "| 15 | 0.0 | 0:00:00.068002 | 0:00:00.010000 | 0:00:00.068002 |\n", "| 17 | 0.0 | 0:00:00.066998 | 0:00:00.014003 | 0:00:00.066998 |\n", "| 19 | 0.0 | 0:00:00.067996 | 0:00:00.010000 | 0:00:00.067996 |\n", "| 21 | 0.0 | 0:00:00.077004 | 0:00:00.014997 | 0:00:00.077004 |\n", "| 23 | 0.0 | 0:00:00.098001 | 0:00:00.011998 | 0:00:00.098001 |\n", "| 25 | 0.0 | 0:00:00.066999 | 0:00:00.011034 | 0:00:00.066999 |\n", "| Average | 0.0 | 0:00:00.071924 | 0:00:00.010848 | 0:00:00.041386 |\n", "| Std Dev. | 0.0 | 0.00887142299634878 | 0.0017476522109680208 | 0.031199862091080378 |\n", "+----------+--------+---------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.9535 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.9535 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.9535 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.9535 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.9535 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.9535 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.9535 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.9535 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.9535 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.9535 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.9642 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.0196 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.4767 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.4767 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.4767 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.4767 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.4767 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.4767 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.4767 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.4767 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.4767 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.4767 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.5975 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.2205 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.9535 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.9535 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.9535 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.9535 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.9535 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.9535 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.9535 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.9535 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.9535 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.9535 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.9642 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.0196 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.5 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.5 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.5 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.5 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.5 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.5 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.5 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.5 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.5 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.5 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.6154 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.2107 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.9535 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.9535 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.9535 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.9535 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.9535 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.9535 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.9535 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.9535 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.9535 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.9535 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.9642 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.0196 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.4881 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.4881 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.4881 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.4881 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.4881 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.4881 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.4881 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.4881 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.4881 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.4881 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.6062 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.2157 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.9535 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.9535 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.9535 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.9535 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.9535 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.9535 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.9535 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.9535 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.9535 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.9535 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.9642 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.0196 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.5 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.5 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.5 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.5 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.5 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.5 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.5 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.5 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.5 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.5 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.6154 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.2107 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.0465 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.0465 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.0465 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.0465 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.0465 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.0465 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.0465 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.0465 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.0465 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.0465 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.2665 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.4017 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 0.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 0.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.0465 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.0465 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.0465 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.0465 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.0465 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.0465 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.0465 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.0465 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.0465 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.0465 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.0358 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.0196 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.063003 | 0:00:00.008997 | 0:00:00.063003 |\n", "| 3 | 1.0 | 0:00:00.059999 | 0:00:00.010001 | 0:00:00.059999 |\n", "| 5 | 1.0 | 0:00:00.064001 | 0:00:00.010000 | 0:00:00.064001 |\n", "| 7 | 0.0 | 0:00:00.060001 | 0:00:00.012001 | 0:00:00.060001 |\n", "| 9 | 0.0 | 0:00:00.071005 | 0:00:00.008993 | 0:00:00.071005 |\n", "| 11 | 0.0 | 0:00:00.060001 | 0:00:00.008999 | 0:00:00.060001 |\n", "| 13 | 0.0 | 0:00:00.058002 | 0:00:00.008999 | 0:00:00.058002 |\n", "| 15 | 0.0 | 0:00:00.057021 | 0:00:00.009980 | 0:00:00.057021 |\n", "| 17 | 0.0 | 0:00:00.059001 | 0:00:00.010002 | 0:00:00.059001 |\n", "| 19 | 0.0 | 0:00:00.058996 | 0:00:00.010000 | 0:00:00.058996 |\n", "| 21 | 0.0 | 0:00:00.058002 | 0:00:00.010001 | 0:00:00.058002 |\n", "| 23 | 0.0 | 0:00:00.059032 | 0:00:00.009969 | 0:00:00.059032 |\n", "| 25 | 0.0 | 0:00:00.065998 | 0:00:00.009001 | 0:00:00.065998 |\n", "| Average | 0.2308 | 0:00:00.061082 | 0:00:00.009765 | 0:00:00.035423 |\n", "| Std Dev. | 0.4213 | 0.003789640655021607 | 0.000799406640200623 | 0.025804165169790862 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.907 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.9302 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.9302 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.9535 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.9535 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.9535 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.9535 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.9535 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.9535 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.9535 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.9535 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.9535 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.9302 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.9445 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0145 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6122 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.6542 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.4762 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.4767 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.4767 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.4767 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.4767 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.4767 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.4767 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.4767 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.4767 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.4767 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.4762 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.5007 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0571 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.907 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.9302 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.9302 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.9535 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.9535 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.9535 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.9535 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.9535 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.9535 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.9535 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.9535 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.9535 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.9302 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.9445 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0145 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7134 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.7256 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.4878 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.5 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.5 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.5 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.5 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.5 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.5 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.5 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.5 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.4878 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.5319 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0802 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.907 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.9302 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.9302 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.9535 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.9535 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.9535 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.9535 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.9535 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.9535 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.9535 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.9535 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.9535 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.9302 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.9445 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0145 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6417 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.6815 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.4819 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.4881 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.4881 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.4881 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.4881 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.4881 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.4881 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.4881 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.4881 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.4881 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.4819 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.5138 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0635 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.907 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.9302 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.9302 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.9535 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.9535 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.9535 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.9535 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.9535 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.9535 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.9535 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.9535 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.9535 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.9302 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.9445 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0145 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7134 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.7256 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.4878 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.5 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.5 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.5 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.5 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.5 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.5 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.5 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.5 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.4878 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.5319 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0802 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.1483 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.1899 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.0465 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.0465 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.0465 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.0465 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.0465 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.0465 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.0465 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.0465 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.0465 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.0465 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.0465 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.0654 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.045 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.093 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.0698 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.0698 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.0465 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.0465 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.0465 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.0465 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.0465 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.0465 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.0465 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.0465 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.0465 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.0698 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.0555 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.0145 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6807 | 0:00:00.083000 | 0:00:00.014001 | 0:00:00.083000 |\n", "| 3 | 0.6896 | 0:00:00.076997 | 0:00:00.015002 | 0:00:00.076997 |\n", "| 5 | 0.0 | 0:00:00.079001 | 0:00:00.011001 | 0:00:00.079001 |\n", "| 7 | 0.0 | 0:00:00.089998 | 0:00:00.011012 | 0:00:00.089998 |\n", "| 9 | 0.0 | 0:00:00.082986 | 0:00:00.010002 | 0:00:00.082986 |\n", "| 11 | 0.0 | 0:00:00.066998 | 0:00:00.011002 | 0:00:00.066998 |\n", "| 13 | 0.0 | 0:00:00.066000 | 0:00:00.011000 | 0:00:00.066000 |\n", "| 15 | 0.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 17 | 0.0 | 0:00:00.060999 | 0:00:00.010001 | 0:00:00.060999 |\n", "| 19 | 0.0 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 21 | 0.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 23 | 0.0 | 0:00:00.059000 | 0:00:00.010003 | 0:00:00.059000 |\n", "| 25 | 0.0 | 0:00:00.065002 | 0:00:00.011999 | 0:00:00.065002 |\n", "| Average | 0.1054 | 0:00:00.069998 | 0:00:00.011079 | 0:00:00.040539 |\n", "| Std Dev. | 0.2472 | 0.010457177509174838 | 0.001639149850159496 | 0.030395668266550192 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9762 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9762 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.9762 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.9762 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.9762 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.9762 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.9762 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.9762 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.9762 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.9762 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.9762 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.9762 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.9762 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.9762 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.0 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.75 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.4881 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.4881 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.4881 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.4881 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.4881 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.4881 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.4881 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.4881 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.4881 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.4881 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.4881 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.5284 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.0945 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9762 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9762 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.9762 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.9762 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.9762 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.9762 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.9762 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.9762 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.9762 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.9762 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.9762 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.9762 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.9762 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.9762 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.0 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9878 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9878 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.5 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.5 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.5 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.5 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.5 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.5 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.5 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.5 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.5 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.5 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.5 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.575 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.176 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9762 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9762 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.9762 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.9762 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.9762 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.9762 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.9762 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.9762 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.9762 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.9762 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.9762 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.9762 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.9762 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.9762 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.0 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8272 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.8272 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.494 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.494 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.494 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.494 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.494 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.494 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.494 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.494 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.494 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.494 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.494 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.5452 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.1202 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9762 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9762 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.9762 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.9762 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.9762 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.9762 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.9762 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.9762 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.9762 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.9762 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.9762 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.9762 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.9762 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.9762 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.0 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9878 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9878 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.5 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.5 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.5 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.5 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.5 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.5 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.5 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.5 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.5 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.5 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.5 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.575 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.176 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.5 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.0238 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.0238 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.0238 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.0238 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.0238 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.0238 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.0238 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.0238 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.0238 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.0238 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.0238 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.0971 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.1718 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0238 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.0238 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.0238 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.0238 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.0238 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.0238 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.0238 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.0238 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.0238 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.0238 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.0238 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.0238 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.0238 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.0238 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.0 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9877 | 0:00:00.083997 | 0:00:00.009001 | 0:00:00.083997 |\n", "| 3 | 0.9877 | 0:00:00.061000 | 0:00:00.009000 | 0:00:00.061000 |\n", "| 5 | 0.0 | 0:00:00.067003 | 0:00:00.012001 | 0:00:00.067003 |\n", "| 7 | 0.0 | 0:00:00.063998 | 0:00:00.010000 | 0:00:00.063998 |\n", "| 9 | 0.0 | 0:00:00.061001 | 0:00:00.011000 | 0:00:00.061001 |\n", "| 11 | 0.0 | 0:00:00.092002 | 0:00:00.013997 | 0:00:00.092002 |\n", "| 13 | 0.0 | 0:00:00.087002 | 0:00:00.010004 | 0:00:00.087002 |\n", "| 15 | 0.0 | 0:00:00.079995 | 0:00:00.010000 | 0:00:00.079995 |\n", "| 17 | 0.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 19 | 0.0 | 0:00:00.070001 | 0:00:00.010001 | 0:00:00.070001 |\n", "| 21 | 0.0 | 0:00:00.059999 | 0:00:00.009998 | 0:00:00.059999 |\n", "| 23 | 0.0 | 0:00:00.061002 | 0:00:00.014998 | 0:00:00.061002 |\n", "| 25 | 0.0 | 0:00:00.072002 | 0:00:00.010999 | 0:00:00.072002 |\n", "| Average | 0.152 | 0:00:00.070769 | 0:00:00.010769 | 0:00:00.040769 |\n", "| Std Dev. | 0.3564 | 0.010863704199011934 | 0.0018030532197962357 | 0.030994173163324593 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9673 | 0.0348 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.9673 | 0.0237 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.9673 | 0.0237 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.958 | 0.0091 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.9627 | 0.0113 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.958 | 0.0091 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.9627 | 0.0113 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.9627 | 0.0113 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.9627 | 0.0113 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.9627 | 0.0113 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.9627 | 0.0113 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.9627 | 0.0113 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.958 | 0.0173 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.9627 | 0.0151 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0032 | 0.0074 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7678 | 0.2084 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.7738 | 0.2001 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.6858 | 0.2517 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.479 | 0.0045 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.5813 | 0.2035 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.479 | 0.0045 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.5813 | 0.2035 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.5813 | 0.2035 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.5813 | 0.2035 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.5813 | 0.2035 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.5813 | 0.2035 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.5813 | 0.2035 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.5812 | 0.2035 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.6027 | 0.1767 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0867 | 0.0745 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9673 | 0.0348 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.9673 | 0.0237 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.9673 | 0.0237 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.958 | 0.0091 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.9627 | 0.0113 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.958 | 0.0091 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.9627 | 0.0113 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.9627 | 0.0113 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.9627 | 0.0113 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.9627 | 0.0113 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.9627 | 0.0113 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.9627 | 0.0113 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.958 | 0.0173 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.9627 | 0.0151 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0032 | 0.0074 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8402 | 0.2023 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.7927 | 0.186 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.6476 | 0.2019 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.55 | 0.1 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.55 | 0.1 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.55 | 0.1 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.55 | 0.1 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.55 | 0.1 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.55 | 0.1 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.55 | 0.1 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.5476 | 0.1013 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.5906 | 0.107 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.1024 | 0.0605 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9673 | 0.0348 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.9673 | 0.0237 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.9673 | 0.0237 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.958 | 0.0091 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.9627 | 0.0113 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.958 | 0.0091 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.9627 | 0.0113 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.9627 | 0.0113 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.9627 | 0.0113 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.9627 | 0.0113 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.9627 | 0.0113 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.9627 | 0.0113 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.958 | 0.0173 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.9627 | 0.0151 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0032 | 0.0074 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7914 | 0.2014 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.7648 | 0.1712 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.6583 | 0.2156 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.4893 | 0.0024 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.5571 | 0.1351 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.4893 | 0.0024 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.5571 | 0.1351 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.5571 | 0.1351 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.5571 | 0.1351 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.5571 | 0.1351 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.5571 | 0.1351 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.5571 | 0.1351 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.5559 | 0.1358 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.5884 | 0.1288 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0898 | 0.0601 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9673 | 0.0348 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.9673 | 0.0237 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.9673 | 0.0237 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.958 | 0.0091 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.9627 | 0.0113 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.958 | 0.0091 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.9627 | 0.0113 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.9627 | 0.0113 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.9627 | 0.0113 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.9627 | 0.0113 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.9627 | 0.0113 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.9627 | 0.0113 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.958 | 0.0173 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.9627 | 0.0151 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0032 | 0.0074 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8402 | 0.2023 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.7927 | 0.186 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.6476 | 0.2019 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.55 | 0.1 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.55 | 0.1 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.55 | 0.1 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.55 | 0.1 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.55 | 0.1 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.55 | 0.1 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.55 | 0.1 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.5476 | 0.1013 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.5906 | 0.107 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.1024 | 0.0605 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.539 | 0.4054 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.4519 | 0.3289 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.328 | 0.3849 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.042 | 0.0091 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.1373 | 0.1932 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.042 | 0.0091 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.1373 | 0.1932 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.1373 | 0.1932 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.1373 | 0.1932 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.1373 | 0.1932 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.1373 | 0.1932 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.1373 | 0.1932 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.1373 | 0.1932 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.1924 | 0.2064 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.1455 | 0.1129 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0327 | 0.0348 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.0327 | 0.0237 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.0327 | 0.0237 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.042 | 0.0091 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.0373 | 0.0113 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.042 | 0.0091 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.0373 | 0.0113 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.0373 | 0.0113 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.0373 | 0.0113 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.0373 | 0.0113 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.0373 | 0.0113 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.0373 | 0.0113 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.042 | 0.0173 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.0373 | 0.0151 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.0032 | 0.0074 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7337 | 0.3866 | 0:00:00.070000 | 0:00:00.009800 | 0:00:00.079800 |\n", "| 3 | 0.6769 | 0.3634 | 0:00:00.067400 | 0:00:00.010600 | 0:00:00.078000 |\n", "| 5 | 0.3414 | 0.4283 | 0:00:00.068401 | 0:00:00.010400 | 0:00:00.078802 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.069199 | 0:00:00.010602 | 0:00:00.079801 |\n", "| 9 | 0.1414 | 0.2828 | 0:00:00.068199 | 0:00:00.010199 | 0:00:00.078398 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.071600 | 0:00:00.010799 | 0:00:00.082400 |\n", "| 13 | 0.1414 | 0.2828 | 0:00:00.067600 | 0:00:00.010200 | 0:00:00.077801 |\n", "| 15 | 0.1414 | 0.2828 | 0:00:00.067404 | 0:00:00.009996 | 0:00:00.077400 |\n", "| 17 | 0.1414 | 0.2828 | 0:00:00.061598 | 0:00:00.010801 | 0:00:00.072400 |\n", "| 19 | 0.1414 | 0.2828 | 0:00:00.063999 | 0:00:00.010001 | 0:00:00.073999 |\n", "| 21 | 0.1414 | 0.2828 | 0:00:00.062801 | 0:00:00.011199 | 0:00:00.073999 |\n", "| 23 | 0.1414 | 0.2828 | 0:00:00.069608 | 0:00:00.011793 | 0:00:00.081401 |\n", "| 25 | 0.1414 | 0.2828 | 0:00:00.070200 | 0:00:00.010807 | 0:00:00.081007 |\n", "| Average | 0.2218 | 0.2647 | 0:00:00.067539 | 0:00:00.010554 | 0:00:00.078093 |\n", "| Std Dev. | 0.2208 | 0.1222 | 0.002884466 | 0.0005263653 | 0.0029208334 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'kddcup-land_vs_portsweep'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9953 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9953 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9953 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9953 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9953 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9953 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9953 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9953 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9953 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9953 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9953 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9953 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9953 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9953 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9167 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9167 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9167 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9167 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9167 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9167 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9167 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9167 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9167 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9167 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9167 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9167 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9167 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9167 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9953 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9953 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9953 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9953 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9953 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9953 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9953 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9953 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9953 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9953 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9953 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9953 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9953 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9953 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9976 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9976 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9976 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9976 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9976 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9976 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9976 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9976 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9976 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9976 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9976 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9976 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9976 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9976 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9953 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9953 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9953 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9953 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9953 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9953 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9953 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9953 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9953 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9953 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9953 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9953 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9953 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9953 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9533 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9533 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9533 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9533 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9533 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9533 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9533 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9533 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9533 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9533 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9533 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9533 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9533 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9533 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9953 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9953 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9953 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9953 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9953 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9953 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9953 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9953 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9953 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9953 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9953 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9953 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9953 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9953 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9976 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9976 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9976 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9976 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9976 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9976 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9976 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9976 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9976 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9976 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9976 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9976 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9976 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9976 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8333 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.8333 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.8333 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.8333 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.8333 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.8333 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.8333 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.8333 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.8333 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.8333 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.8333 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.8333 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.8333 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.8333 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0047 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.0047 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.0047 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.0047 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.0047 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.0047 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.0047 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.0047 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.0047 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.0047 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.0047 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.0047 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.0047 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.0047 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9976 | 0:00:01.213002 | 0:00:00.042999 | 0:00:01.213002 |\n", "| 3 | 0.9976 | 0:00:01.325004 | 0:00:00.046996 | 0:00:01.325004 |\n", "| 5 | 0.9976 | 0:00:01.240002 | 0:00:00.044997 | 0:00:01.240002 |\n", "| 7 | 0.9976 | 0:00:01.202034 | 0:00:00.044967 | 0:00:01.202034 |\n", "| 9 | 0.9976 | 0:00:01.220000 | 0:00:00.048033 | 0:00:01.220000 |\n", "| 11 | 0.9976 | 0:00:01.380967 | 0:00:00.056998 | 0:00:01.380967 |\n", "| 13 | 0.9976 | 0:00:01.337003 | 0:00:00.072997 | 0:00:01.337003 |\n", "| 15 | 0.9976 | 0:00:01.283001 | 0:00:00.077002 | 0:00:01.283001 |\n", "| 17 | 0.9976 | 0:00:01.382997 | 0:00:00.055004 | 0:00:01.382997 |\n", "| 19 | 0.9976 | 0:00:01.337996 | 0:00:00.064034 | 0:00:01.337996 |\n", "| 21 | 0.9976 | 0:00:01.211968 | 0:00:00.052031 | 0:00:01.211968 |\n", "| 23 | 0.9976 | 0:00:01.186968 | 0:00:00.051999 | 0:00:01.186968 |\n", "| 25 | 0.9976 | 0:00:01.193000 | 0:00:00.053998 | 0:00:01.193000 |\n", "| Average | 0.9976 | 0:00:01.270303 | 0:00:00.054774 | 0:00:00.662538 |\n", "| Std Dev. | 0.0 | 0.07062750295582439 | 0.010262271459326431 | 0.6098564513345816 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 0.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 0.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 0.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 0.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 0.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 0.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 0.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 0.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 0.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 0.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 0.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 0.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 0.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+-----+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.234999 | 0:00:00.043000 | 0:00:01.234999 |\n", "| 3 | 1.0 | 0:00:01.249002 | 0:00:00.045000 | 0:00:01.249002 |\n", "| 5 | 1.0 | 0:00:01.195998 | 0:00:00.044001 | 0:00:01.195998 |\n", "| 7 | 1.0 | 0:00:01.330000 | 0:00:00.047000 | 0:00:01.330000 |\n", "| 9 | 1.0 | 0:00:01.231999 | 0:00:00.052002 | 0:00:01.231999 |\n", "| 11 | 1.0 | 0:00:01.393000 | 0:00:00.049998 | 0:00:01.393000 |\n", "| 13 | 1.0 | 0:00:01.281002 | 0:00:00.050998 | 0:00:01.281002 |\n", "| 15 | 1.0 | 0:00:01.319000 | 0:00:00.052000 | 0:00:01.319000 |\n", "| 17 | 1.0 | 0:00:01.368000 | 0:00:00.059004 | 0:00:01.368000 |\n", "| 19 | 1.0 | 0:00:01.253998 | 0:00:00.054999 | 0:00:01.253998 |\n", "| 21 | 1.0 | 0:00:01.242001 | 0:00:00.052998 | 0:00:01.242001 |\n", "| 23 | 1.0 | 0:00:01.312001 | 0:00:00.050999 | 0:00:01.312001 |\n", "| 25 | 1.0 | 0:00:01.275002 | 0:00:00.054002 | 0:00:01.275002 |\n", "| Average | 1.0 | 0:00:01.283539 | 0:00:00.050462 | 0:00:00.667000 |\n", "| Std Dev. | 0.0 | 0.055392062193028245 | 0.004448819419512948 | 0.6177894462771636 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 0.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 0.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 0.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 0.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 0.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 0.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 0.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 0.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 0.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 0.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 0.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 0.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 0.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+-----+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.300967 | 0:00:00.043000 | 0:00:01.300967 |\n", "| 3 | 1.0 | 0:00:01.254999 | 0:00:00.046007 | 0:00:01.254999 |\n", "| 5 | 1.0 | 0:00:01.278996 | 0:00:00.044000 | 0:00:01.278996 |\n", "| 7 | 1.0 | 0:00:01.238000 | 0:00:00.046001 | 0:00:01.238000 |\n", "| 9 | 1.0 | 0:00:01.265997 | 0:00:00.047001 | 0:00:01.265997 |\n", "| 11 | 1.0 | 0:00:01.315001 | 0:00:00.051999 | 0:00:01.315001 |\n", "| 13 | 1.0 | 0:00:01.255002 | 0:00:00.053001 | 0:00:01.255002 |\n", "| 15 | 1.0 | 0:00:01.296997 | 0:00:00.057002 | 0:00:01.296997 |\n", "| 17 | 1.0 | 0:00:01.262001 | 0:00:00.048998 | 0:00:01.262001 |\n", "| 19 | 1.0 | 0:00:01.266001 | 0:00:00.049998 | 0:00:01.266001 |\n", "| 21 | 1.0 | 0:00:01.375000 | 0:00:00.054000 | 0:00:01.375000 |\n", "| 23 | 1.0 | 0:00:01.254001 | 0:00:00.052004 | 0:00:01.254001 |\n", "| 25 | 1.0 | 0:00:01.250998 | 0:00:00.052999 | 0:00:01.250998 |\n", "| Average | 1.0 | 0:00:01.277997 | 0:00:00.049693 | 0:00:00.663845 |\n", "| Std Dev. | 0.0 | 0.03527318171443914 | 0.0040833130380977176 | 0.6146650338617196 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9953 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9953 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9953 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9953 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9985 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0022 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+----------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9692 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0462 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9953 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9953 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9953 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9953 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9985 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0022 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9976 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9976 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9976 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9976 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9993 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0011 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9953 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9953 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9953 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9953 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9985 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0022 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+--------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9432 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9432 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9432 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9432 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9825 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0262 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9953 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9953 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9953 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9953 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9985 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0022 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9976 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9976 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9976 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9976 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9993 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0011 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.8 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.8 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.8 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.8 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9385 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0923 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+-----------------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 0.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 0.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 0.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 0.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 0.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 0.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 0.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 0.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.0047 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.0047 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.0047 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.0047 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.0015 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0022 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:01.232000 | 0:00:00.041001 | 0:00:01.232000 |\n", "| 3 | 1.0 | 0:00:01.239002 | 0:00:00.042999 | 0:00:01.239002 |\n", "| 5 | 1.0 | 0:00:01.452998 | 0:00:00.047035 | 0:00:01.452998 |\n", "| 7 | 1.0 | 0:00:01.230000 | 0:00:00.049968 | 0:00:01.230000 |\n", "| 9 | 1.0 | 0:00:01.251998 | 0:00:00.046000 | 0:00:01.251998 |\n", "| 11 | 1.0 | 0:00:01.240001 | 0:00:00.048001 | 0:00:01.240001 |\n", "| 13 | 1.0 | 0:00:01.240999 | 0:00:00.049001 | 0:00:01.240999 |\n", "| 15 | 1.0 | 0:00:01.224000 | 0:00:00.050001 | 0:00:01.224000 |\n", "| 17 | 1.0 | 0:00:01.234998 | 0:00:00.049999 | 0:00:01.234998 |\n", "| 19 | 0.9976 | 0:00:01.494001 | 0:00:00.057002 | 0:00:01.494001 |\n", "| 21 | 0.9976 | 0:00:01.330000 | 0:00:00.053000 | 0:00:01.330000 |\n", "| 23 | 0.9976 | 0:00:01.284997 | 0:00:00.051002 | 0:00:01.284997 |\n", "| 25 | 0.9976 | 0:00:01.222997 | 0:00:00.052000 | 0:00:01.222997 |\n", "| Average | 0.9993 | 0:00:01.282922 | 0:00:00.049001 | 0:00:00.665962 |\n", "| Std Dev. | 0.0011 | 0.08635300349902314 | 0.0040175643500327905 | 0.619981594149302 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 0.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 0.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 0.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 0.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 0.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 0.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 0.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 0.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 0.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 0.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 0.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 0.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 0.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.172003 | 0:00:00.041000 | 0:00:01.172003 |\n", "| 3 | 1.0 | 0:00:01.178000 | 0:00:00.043998 | 0:00:01.178000 |\n", "| 5 | 1.0 | 0:00:01.249999 | 0:00:00.046002 | 0:00:01.249999 |\n", "| 7 | 1.0 | 0:00:01.296998 | 0:00:00.044001 | 0:00:01.296998 |\n", "| 9 | 1.0 | 0:00:01.333000 | 0:00:00.050003 | 0:00:01.333000 |\n", "| 11 | 1.0 | 0:00:01.260998 | 0:00:00.062999 | 0:00:01.260998 |\n", "| 13 | 1.0 | 0:00:01.292003 | 0:00:00.048998 | 0:00:01.292003 |\n", "| 15 | 1.0 | 0:00:01.236001 | 0:00:00.051998 | 0:00:01.236001 |\n", "| 17 | 1.0 | 0:00:01.255999 | 0:00:00.049002 | 0:00:01.255999 |\n", "| 19 | 1.0 | 0:00:01.356000 | 0:00:00.058001 | 0:00:01.356000 |\n", "| 21 | 1.0 | 0:00:01.305997 | 0:00:00.051000 | 0:00:01.305997 |\n", "| 23 | 1.0 | 0:00:01.173002 | 0:00:00.049999 | 0:00:01.173002 |\n", "| 25 | 1.0 | 0:00:01.180002 | 0:00:00.056033 | 0:00:01.180002 |\n", "| Average | 1.0 | 0:00:01.253077 | 0:00:00.050233 | 0:00:00.651655 |\n", "| Std Dev. | 0.0 | 0.0604850465110427 | 0.005848380217114274 | 0.6029548527763079 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9991 | 0.0019 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9991 | 0.0019 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9991 | 0.0019 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9991 | 0.0019 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9991 | 0.0019 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9991 | 0.0019 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9991 | 0.0019 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9991 | 0.0019 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9991 | 0.0019 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9981 | 0.0023 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9981 | 0.0023 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9981 | 0.0023 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9981 | 0.0023 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9988 | 0.002 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0004 | 0.0002 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9833 | 0.0333 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9833 | 0.0333 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9833 | 0.0333 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9833 | 0.0333 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9833 | 0.0333 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9833 | 0.0333 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9833 | 0.0333 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9833 | 0.0333 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9833 | 0.0333 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9633 | 0.0452 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9633 | 0.0452 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9633 | 0.0452 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9633 | 0.0452 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9772 | 0.037 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0092 | 0.0055 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9991 | 0.0019 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9991 | 0.0019 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9991 | 0.0019 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9991 | 0.0019 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9991 | 0.0019 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9991 | 0.0019 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9991 | 0.0019 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9991 | 0.0019 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9991 | 0.0019 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9981 | 0.0023 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9981 | 0.0023 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9981 | 0.0023 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9981 | 0.0023 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9988 | 0.002 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0004 | 0.0002 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.001 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9995 | 0.001 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9995 | 0.001 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9995 | 0.001 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9995 | 0.001 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9995 | 0.001 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9995 | 0.001 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9995 | 0.001 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9995 | 0.001 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.999 | 0.0012 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.999 | 0.0012 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.999 | 0.0012 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.999 | 0.0012 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9994 | 0.001 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0002 | 0.0001 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9991 | 0.0019 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9991 | 0.0019 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9991 | 0.0019 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9991 | 0.0019 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9991 | 0.0019 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9991 | 0.0019 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9991 | 0.0019 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9991 | 0.0019 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9991 | 0.0019 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9981 | 0.0023 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9981 | 0.0023 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9981 | 0.0023 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9981 | 0.0023 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9988 | 0.002 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0004 | 0.0002 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9907 | 0.0187 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9907 | 0.0187 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9907 | 0.0187 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9907 | 0.0187 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9907 | 0.0187 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9907 | 0.0187 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9907 | 0.0187 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9907 | 0.0187 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9907 | 0.0187 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9793 | 0.0255 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9793 | 0.0255 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9793 | 0.0255 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9793 | 0.0255 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9872 | 0.0208 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0052 | 0.0032 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9991 | 0.0019 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9991 | 0.0019 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9991 | 0.0019 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9991 | 0.0019 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9991 | 0.0019 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9991 | 0.0019 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9991 | 0.0019 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9991 | 0.0019 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9991 | 0.0019 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9981 | 0.0023 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9981 | 0.0023 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9981 | 0.0023 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9981 | 0.0023 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9988 | 0.002 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0004 | 0.0002 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.001 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9995 | 0.001 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9995 | 0.001 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9995 | 0.001 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9995 | 0.001 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9995 | 0.001 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9995 | 0.001 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9995 | 0.001 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9995 | 0.001 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.999 | 0.0012 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.999 | 0.0012 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.999 | 0.0012 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.999 | 0.0012 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9994 | 0.001 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0002 | 0.0001 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9667 | 0.0667 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9667 | 0.0667 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9667 | 0.0667 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9667 | 0.0667 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9667 | 0.0667 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9667 | 0.0667 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9667 | 0.0667 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9667 | 0.0667 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9667 | 0.0667 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.9267 | 0.0904 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.9267 | 0.0904 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.9267 | 0.0904 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.9267 | 0.0904 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9544 | 0.074 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0185 | 0.011 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0009 | 0.0019 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.0009 | 0.0019 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.0009 | 0.0019 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.0009 | 0.0019 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.0009 | 0.0019 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.0009 | 0.0019 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.0009 | 0.0019 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.0009 | 0.0019 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.0009 | 0.0019 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.0019 | 0.0023 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.0019 | 0.0023 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.0019 | 0.0023 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.0019 | 0.0023 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.0012 | 0.002 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0004 | 0.0002 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.001 | 0:00:01.230594 | 0:00:00.042200 | 0:00:01.272794 |\n", "| 3 | 0.9995 | 0.001 | 0:00:01.249201 | 0:00:00.045000 | 0:00:01.294201 |\n", "| 5 | 0.9995 | 0.001 | 0:00:01.283599 | 0:00:00.045207 | 0:00:01.328806 |\n", "| 7 | 0.9995 | 0.001 | 0:00:01.259406 | 0:00:00.046387 | 0:00:01.305794 |\n", "| 9 | 0.9995 | 0.001 | 0:00:01.260599 | 0:00:00.048608 | 0:00:01.309206 |\n", "| 11 | 0.9995 | 0.001 | 0:00:01.317993 | 0:00:00.053999 | 0:00:01.371992 |\n", "| 13 | 0.9995 | 0.001 | 0:00:01.281202 | 0:00:00.054999 | 0:00:01.336201 |\n", "| 15 | 0.9995 | 0.001 | 0:00:01.271800 | 0:00:00.057601 | 0:00:01.329400 |\n", "| 17 | 0.9995 | 0.001 | 0:00:01.300799 | 0:00:00.052401 | 0:00:01.353201 |\n", "| 19 | 0.999 | 0.0012 | 0:00:01.341599 | 0:00:00.056807 | 0:00:01.398406 |\n", "| 21 | 0.999 | 0.0012 | 0:00:01.292993 | 0:00:00.052606 | 0:00:01.345599 |\n", "| 23 | 0.999 | 0.0012 | 0:00:01.242194 | 0:00:00.051200 | 0:00:01.293394 |\n", "| 25 | 0.999 | 0.0012 | 0:00:01.224400 | 0:00:00.053806 | 0:00:01.278206 |\n", "| Average | 0.9994 | 0.001 | 0:00:01.273568 | 0:00:00.050832 | 0:00:01.324400 |\n", "| Std Dev. | 0.0002 | 0.0001 | 0.0329263642 | 0.0047098115 | 0.0355743131 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'kddcup-land_vs_satan'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9969 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9969 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9969 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9969 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9969 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9969 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9969 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9969 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9969 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9969 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9969 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9969 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9969 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9167 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9167 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9167 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9167 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9167 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9167 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9167 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9167 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9167 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9167 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9167 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9167 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9167 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9167 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9969 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9969 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9969 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9969 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9969 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9969 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9969 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9969 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9969 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9969 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9969 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9969 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9969 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9984 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9984 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9984 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9984 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9984 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9984 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9984 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9984 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9984 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9984 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9984 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9984 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9984 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9969 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9969 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9969 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9969 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9969 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9969 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9969 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9969 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9969 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9969 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9969 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9969 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9969 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9538 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9538 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9538 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9538 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9538 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9538 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9538 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9538 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9538 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9538 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9538 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9538 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9538 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9538 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9969 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9969 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9969 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9969 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9969 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9969 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9969 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9969 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9969 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9969 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9969 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9969 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9969 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9984 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9984 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9984 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9984 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9984 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9984 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9984 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9984 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9984 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9984 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9984 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9984 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9984 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8333 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.8333 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.8333 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.8333 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.8333 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.8333 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.8333 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.8333 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.8333 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.8333 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.8333 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.8333 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.8333 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.8333 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0031 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.0031 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.0031 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.0031 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.0031 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.0031 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.0031 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.0031 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.0031 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.0031 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.0031 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.0031 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.0031 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.0031 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.718998 | 0:00:00.063001 | 0:00:02.718998 |\n", "| 3 | 0.9984 | 0:00:02.860000 | 0:00:00.064003 | 0:00:02.860000 |\n", "| 5 | 0.9984 | 0:00:02.733997 | 0:00:00.065000 | 0:00:02.733997 |\n", "| 7 | 0.9984 | 0:00:02.717001 | 0:00:00.066998 | 0:00:02.717001 |\n", "| 9 | 0.9984 | 0:00:02.726003 | 0:00:00.070997 | 0:00:02.726003 |\n", "| 11 | 0.9984 | 0:00:02.855000 | 0:00:00.068001 | 0:00:02.855000 |\n", "| 13 | 0.9984 | 0:00:02.779999 | 0:00:00.070000 | 0:00:02.779999 |\n", "| 15 | 0.9984 | 0:00:02.864000 | 0:00:00.078002 | 0:00:02.864000 |\n", "| 17 | 0.9984 | 0:00:02.746002 | 0:00:00.072996 | 0:00:02.746002 |\n", "| 19 | 0.9984 | 0:00:02.698003 | 0:00:00.076997 | 0:00:02.698003 |\n", "| 21 | 0.9984 | 0:00:02.789000 | 0:00:00.097003 | 0:00:02.789000 |\n", "| 23 | 0.9984 | 0:00:02.833998 | 0:00:00.074000 | 0:00:02.833998 |\n", "| 25 | 0.9984 | 0:00:02.714035 | 0:00:00.075965 | 0:00:02.714035 |\n", "| Average | 0.9984 | 0:00:02.772003 | 0:00:00.072535 | 0:00:01.422269 |\n", "| Std Dev. | 0.0 | 0.05961359445152661 | 0.008517251623499174 | 1.3504052264242046 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 0.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 0.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 0.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 0.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 0.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 0.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 0.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 0.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 0.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 0.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 0.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 0.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 0.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.706035 | 0:00:00.061999 | 0:00:02.706035 |\n", "| 3 | 1.0 | 0:00:02.811966 | 0:00:00.067999 | 0:00:02.811966 |\n", "| 5 | 1.0 | 0:00:02.764034 | 0:00:00.064966 | 0:00:02.764034 |\n", "| 7 | 1.0 | 0:00:02.726002 | 0:00:00.068999 | 0:00:02.726002 |\n", "| 9 | 1.0 | 0:00:02.859999 | 0:00:00.068003 | 0:00:02.859999 |\n", "| 11 | 1.0 | 0:00:02.743031 | 0:00:00.067966 | 0:00:02.743031 |\n", "| 13 | 1.0 | 0:00:02.720035 | 0:00:00.071003 | 0:00:02.720035 |\n", "| 15 | 1.0 | 0:00:02.832964 | 0:00:00.072999 | 0:00:02.832964 |\n", "| 17 | 1.0 | 0:00:02.700036 | 0:00:00.073964 | 0:00:02.700036 |\n", "| 19 | 1.0 | 0:00:02.717036 | 0:00:00.073963 | 0:00:02.717036 |\n", "| 21 | 1.0 | 0:00:02.681000 | 0:00:00.076000 | 0:00:02.681000 |\n", "| 23 | 1.0 | 0:00:02.846001 | 0:00:00.075002 | 0:00:02.846001 |\n", "| 25 | 1.0 | 0:00:02.746998 | 0:00:00.077998 | 0:00:02.746998 |\n", "| Average | 1.0 | 0:00:02.758087 | 0:00:00.070836 | 0:00:01.414461 |\n", "| Std Dev. | 0.0 | 0.05764186072047903 | 0.004470763159699261 | 1.344247681357158 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9969 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9969 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9969 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9969 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9969 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9969 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9969 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9938 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9938 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9938 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9938 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9938 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9957 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0015 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.8333 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.8333 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.8333 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.8333 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.8333 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.8744 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0324 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9969 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9969 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9969 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9969 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9969 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9969 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9969 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9938 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9938 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9938 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9938 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9938 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9957 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0015 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9984 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9984 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9984 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9984 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9984 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9984 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9984 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9969 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9969 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9969 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9969 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9969 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9978 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0008 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9969 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9969 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9969 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9969 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9969 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9969 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9969 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9938 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9938 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9938 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9938 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9938 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9957 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0015 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9437 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9437 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9437 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9437 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9437 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9437 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9437 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9437 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.8984 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.8984 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.8984 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.8984 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.8984 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9263 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.022 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9969 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9969 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9969 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9969 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9969 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9969 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9969 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9938 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9938 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9938 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9938 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9938 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9957 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0015 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9984 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9984 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9984 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9984 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9984 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9984 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9984 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9969 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9969 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9969 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9969 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9969 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9978 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0008 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.8 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.8 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.8 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.8 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.8 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.8 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.8 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.6667 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.6667 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.6667 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.6667 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.6667 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.7487 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0649 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0031 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.0031 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.0031 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.0031 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.0031 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.0031 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.0031 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.0031 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.0062 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.0062 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.0062 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.0062 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.0062 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.0043 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0015 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.858997 | 0:00:00.064039 | 0:00:02.858997 |\n", "| 3 | 0.9984 | 0:00:02.716995 | 0:00:00.064000 | 0:00:02.716995 |\n", "| 5 | 0.9984 | 0:00:02.733966 | 0:00:00.066034 | 0:00:02.733966 |\n", "| 7 | 0.9984 | 0:00:02.891965 | 0:00:00.071002 | 0:00:02.891965 |\n", "| 9 | 0.9984 | 0:00:02.707999 | 0:00:00.068001 | 0:00:02.707999 |\n", "| 11 | 0.9984 | 0:00:02.829000 | 0:00:00.069999 | 0:00:02.829000 |\n", "| 13 | 0.9984 | 0:00:02.802000 | 0:00:00.082000 | 0:00:02.802000 |\n", "| 15 | 0.9984 | 0:00:02.965001 | 0:00:00.074999 | 0:00:02.965001 |\n", "| 17 | 0.9969 | 0:00:03.023002 | 0:00:00.073035 | 0:00:03.023002 |\n", "| 19 | 0.9969 | 0:00:03.253965 | 0:00:00.081999 | 0:00:03.253965 |\n", "| 21 | 0.9969 | 0:00:03.086000 | 0:00:00.121002 | 0:00:03.086000 |\n", "| 23 | 0.9969 | 0:00:02.915000 | 0:00:00.073998 | 0:00:02.915000 |\n", "| 25 | 0.9969 | 0:00:02.986000 | 0:00:00.076034 | 0:00:02.986000 |\n", "| Average | 0.9978 | 0:00:02.905376 | 0:00:00.075857 | 0:00:01.490617 |\n", "| Std Dev. | 0.0008 | 0.15211337421088092 | 0.014202079674084782 | 1.4188779752718768 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9998 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0008 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9984 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9999 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0004 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9998 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0008 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.875 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9904 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0333 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9998 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0008 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9278 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9944 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0192 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9969 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9998 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0008 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.875 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9904 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0333 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7531 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.981 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0658 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0031 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 0.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 0.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 0.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 0.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 0.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 0.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 0.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 0.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 0.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 0.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 0.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 0.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.0002 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0008 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.866 | 0:00:02.825000 | 0:00:00.066034 | 0:00:02.825000 |\n", "| 3 | 1.0 | 0:00:02.785967 | 0:00:00.063999 | 0:00:02.785967 |\n", "| 5 | 1.0 | 0:00:02.750000 | 0:00:00.067000 | 0:00:02.750000 |\n", "| 7 | 1.0 | 0:00:02.872035 | 0:00:00.067965 | 0:00:02.872035 |\n", "| 9 | 1.0 | 0:00:02.813037 | 0:00:00.067963 | 0:00:02.813037 |\n", "| 11 | 1.0 | 0:00:02.949999 | 0:00:00.076035 | 0:00:02.949999 |\n", "| 13 | 1.0 | 0:00:02.737999 | 0:00:00.069000 | 0:00:02.737999 |\n", "| 15 | 1.0 | 0:00:02.725965 | 0:00:00.071000 | 0:00:02.725965 |\n", "| 17 | 1.0 | 0:00:02.906000 | 0:00:00.079000 | 0:00:02.906000 |\n", "| 19 | 1.0 | 0:00:02.766003 | 0:00:00.077996 | 0:00:02.766003 |\n", "| 21 | 1.0 | 0:00:02.745001 | 0:00:00.077036 | 0:00:02.745001 |\n", "| 23 | 1.0 | 0:00:02.751004 | 0:00:00.073995 | 0:00:02.751004 |\n", "| 25 | 1.0 | 0:00:02.970964 | 0:00:00.076003 | 0:00:02.970964 |\n", "| Average | 0.9897 | 0:00:02.815306 | 0:00:00.071771 | 0:00:01.443539 |\n", "| Std Dev. | 0.0357 | 0.08062560004635655 | 0.004907703603693674 | 1.3729557850350604 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9969 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9969 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9969 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9969 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9969 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9988 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0015 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9615 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0487 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9969 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9969 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9969 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9969 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9969 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9988 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0015 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9984 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9984 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9984 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9984 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9984 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9994 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0008 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9969 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9969 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9969 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9969 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9969 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9988 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0015 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9437 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9437 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9437 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9437 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9437 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9783 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0274 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9969 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9969 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9969 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9969 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9969 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9988 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0015 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9984 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9984 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9984 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9984 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9984 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9994 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0008 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.8 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.8 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.8 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.8 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.8 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9231 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0973 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 0.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 0.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 0.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 0.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 0.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 0.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 0.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.0031 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.0031 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.0031 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.0031 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.0031 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.0012 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0015 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.920998 | 0:00:00.065000 | 0:00:02.920998 |\n", "| 3 | 1.0 | 0:00:02.988001 | 0:00:00.068001 | 0:00:02.988001 |\n", "| 5 | 1.0 | 0:00:02.837999 | 0:00:00.079001 | 0:00:02.837999 |\n", "| 7 | 1.0 | 0:00:02.839000 | 0:00:00.067001 | 0:00:02.839000 |\n", "| 9 | 1.0 | 0:00:02.921999 | 0:00:00.072001 | 0:00:02.921999 |\n", "| 11 | 1.0 | 0:00:03.121395 | 0:00:00.078000 | 0:00:03.121395 |\n", "| 13 | 1.0 | 0:00:02.832000 | 0:00:00.071032 | 0:00:02.832000 |\n", "| 15 | 1.0 | 0:00:02.825966 | 0:00:00.075002 | 0:00:02.825966 |\n", "| 17 | 0.9984 | 0:00:02.892000 | 0:00:00.074999 | 0:00:02.892000 |\n", "| 19 | 0.9984 | 0:00:02.858999 | 0:00:00.074002 | 0:00:02.858999 |\n", "| 21 | 0.9984 | 0:00:02.878999 | 0:00:00.077037 | 0:00:02.878999 |\n", "| 23 | 0.9984 | 0:00:02.738000 | 0:00:00.073997 | 0:00:02.738000 |\n", "| 25 | 0.9984 | 0:00:02.801970 | 0:00:00.079998 | 0:00:02.801970 |\n", "| Average | 0.9994 | 0:00:02.881333 | 0:00:00.073467 | 0:00:01.477400 |\n", "| Std Dev. | 0.0008 | 0.09151088287847281 | 0.004500497845299307 | 1.4054269336493819 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9981 | 0.0015 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9988 | 0.0015 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9988 | 0.0015 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9988 | 0.0015 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9988 | 0.0015 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9988 | 0.0015 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9988 | 0.0015 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9988 | 0.0015 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9975 | 0.0023 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9975 | 0.0023 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9975 | 0.0023 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9975 | 0.0023 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9975 | 0.0023 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9982 | 0.0018 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0006 | 0.0004 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.963 | 0.045 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9633 | 0.0452 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9633 | 0.0452 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9633 | 0.0452 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9633 | 0.0452 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9633 | 0.0452 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9633 | 0.0452 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9633 | 0.0452 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.93 | 0.0636 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.93 | 0.0636 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.93 | 0.0636 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.93 | 0.0636 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.93 | 0.0636 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9505 | 0.0523 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0162 | 0.009 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9981 | 0.0015 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9988 | 0.0015 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9988 | 0.0015 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9988 | 0.0015 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9988 | 0.0015 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9988 | 0.0015 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9988 | 0.0015 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9988 | 0.0015 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9975 | 0.0023 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9975 | 0.0023 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9975 | 0.0023 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9975 | 0.0023 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9975 | 0.0023 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9982 | 0.0018 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0006 | 0.0004 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9744 | 0.0497 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9994 | 0.0008 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9994 | 0.0008 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9994 | 0.0008 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9994 | 0.0008 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9994 | 0.0008 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9994 | 0.0008 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9994 | 0.0008 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9987 | 0.0012 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9987 | 0.0012 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9987 | 0.0012 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9987 | 0.0012 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9987 | 0.0012 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9972 | 0.0047 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0066 | 0.013 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9981 | 0.0015 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9988 | 0.0015 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9988 | 0.0015 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9988 | 0.0015 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9988 | 0.0015 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9988 | 0.0015 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9988 | 0.0015 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9988 | 0.0015 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9975 | 0.0023 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9975 | 0.0023 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9975 | 0.0023 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9975 | 0.0023 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9975 | 0.0023 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9982 | 0.0018 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0006 | 0.0004 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.965 | 0.0297 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9795 | 0.0253 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9795 | 0.0253 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9795 | 0.0253 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9795 | 0.0253 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9795 | 0.0253 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9795 | 0.0253 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9795 | 0.0253 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9592 | 0.0382 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9592 | 0.0382 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9592 | 0.0382 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9592 | 0.0382 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9592 | 0.0382 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9706 | 0.0306 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0098 | 0.0061 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9981 | 0.0015 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9988 | 0.0015 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9988 | 0.0015 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9988 | 0.0015 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9988 | 0.0015 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9988 | 0.0015 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9988 | 0.0015 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9988 | 0.0015 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9975 | 0.0023 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9975 | 0.0023 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9975 | 0.0023 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9975 | 0.0023 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9975 | 0.0023 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9982 | 0.0018 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0006 | 0.0004 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9744 | 0.0497 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9994 | 0.0008 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9994 | 0.0008 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9994 | 0.0008 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9994 | 0.0008 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9994 | 0.0008 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9994 | 0.0008 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9994 | 0.0008 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9987 | 0.0012 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9987 | 0.0012 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9987 | 0.0012 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9987 | 0.0012 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9987 | 0.0012 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9972 | 0.0047 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0066 | 0.013 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8773 | 0.1034 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9267 | 0.0904 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9267 | 0.0904 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9267 | 0.0904 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9267 | 0.0904 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9267 | 0.0904 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9267 | 0.0904 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9267 | 0.0904 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.86 | 0.1272 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.86 | 0.1272 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.86 | 0.1272 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.86 | 0.1272 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.86 | 0.1272 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.8972 | 0.1056 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0321 | 0.0174 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0019 | 0.0015 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.0012 | 0.0015 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.0012 | 0.0015 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.0012 | 0.0015 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.0012 | 0.0015 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.0012 | 0.0015 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.0012 | 0.0015 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.0012 | 0.0015 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.0025 | 0.0023 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.0025 | 0.0023 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.0025 | 0.0023 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.0025 | 0.0023 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.0025 | 0.0023 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.0018 | 0.0018 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0006 | 0.0004 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9726 | 0.0533 | 0:00:02.806006 | 0:00:00.064014 | 0:00:02.870020 |\n", "| 3 | 0.9994 | 0.0008 | 0:00:02.832586 | 0:00:00.065600 | 0:00:02.898186 |\n", "| 5 | 0.9994 | 0.0008 | 0:00:02.763999 | 0:00:00.068400 | 0:00:02.832400 |\n", "| 7 | 0.9994 | 0.0008 | 0:00:02.809201 | 0:00:00.068393 | 0:00:02.877594 |\n", "| 9 | 0.9994 | 0.0008 | 0:00:02.805807 | 0:00:00.069393 | 0:00:02.875200 |\n", "| 11 | 0.9994 | 0.0008 | 0:00:02.899685 | 0:00:00.072000 | 0:00:02.971685 |\n", "| 13 | 0.9994 | 0.0008 | 0:00:02.774407 | 0:00:00.072607 | 0:00:02.847013 |\n", "| 15 | 0.9994 | 0.0008 | 0:00:02.842779 | 0:00:00.074400 | 0:00:02.917180 |\n", "| 17 | 0.9987 | 0.0012 | 0:00:02.853408 | 0:00:00.074799 | 0:00:02.928207 |\n", "| 19 | 0.9987 | 0.0012 | 0:00:02.858801 | 0:00:00.076991 | 0:00:02.935793 |\n", "| 21 | 0.9987 | 0.0012 | 0:00:02.836000 | 0:00:00.089616 | 0:00:02.925616 |\n", "| 23 | 0.9987 | 0.0012 | 0:00:02.816800 | 0:00:00.074199 | 0:00:02.890999 |\n", "| 25 | 0.9987 | 0.0012 | 0:00:02.843993 | 0:00:00.077200 | 0:00:02.921193 |\n", "| Average | 0.9971 | 0.005 | 0:00:02.826421 | 0:00:00.072893 | 0:00:02.899314 |\n", "| Std Dev. | 0.0071 | 0.0139 | 0.034733452 | 0.0062522481 | 0.0373006918 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'kddcup-rootkit-imap_vs_back'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.9888 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.9888 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.9888 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.9888 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.991 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.9959 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.0053 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.4944 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.4944 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.4944 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.4944 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.9955 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.8441 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.2331 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.9888 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.9888 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.9888 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.9888 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.991 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.9959 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.0053 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.5 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.5 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.5 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.5 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.6 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.8154 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.2348 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.9888 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.9888 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.9888 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.9888 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.991 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.9959 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.0053 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.4972 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.4972 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.4972 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.4972 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.6644 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.8195 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.2321 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.9888 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.9888 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.9888 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.9888 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.991 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.9959 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.0053 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.5 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.5 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.5 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.5 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.6 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.8154 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.2348 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.0112 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.0112 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.0112 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.0112 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.209 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.6349 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.4644 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 0.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 0.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 0.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 0.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 0.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 0.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 0.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.0112 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.0112 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.0112 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.0112 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.009 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.0041 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.0053 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.344032 | 0:00:00.086999 | 0:00:05.344032 |\n", "| 3 | 1.0 | 0:00:05.182969 | 0:00:00.086997 | 0:00:05.182969 |\n", "| 5 | 1.0 | 0:00:05.422002 | 0:00:00.096002 | 0:00:05.422002 |\n", "| 7 | 1.0 | 0:00:05.318033 | 0:00:00.094964 | 0:00:05.318033 |\n", "| 9 | 1.0 | 0:00:05.219035 | 0:00:00.094999 | 0:00:05.219035 |\n", "| 11 | 1.0 | 0:00:05.323966 | 0:00:00.098001 | 0:00:05.323966 |\n", "| 13 | 1.0 | 0:00:05.207000 | 0:00:00.099035 | 0:00:05.207000 |\n", "| 15 | 1.0 | 0:00:05.403965 | 0:00:00.104004 | 0:00:05.403965 |\n", "| 17 | 0.0 | 0:00:05.343995 | 0:00:00.102002 | 0:00:05.343995 |\n", "| 19 | 0.0 | 0:00:05.213999 | 0:00:00.104998 | 0:00:05.213999 |\n", "| 21 | 0.0 | 0:00:05.334078 | 0:00:00.106000 | 0:00:05.334078 |\n", "| 23 | 0.0 | 0:00:05.206997 | 0:00:00.103002 | 0:00:05.206997 |\n", "| 25 | 0.4472 | 0:00:05.397032 | 0:00:00.109966 | 0:00:05.397032 |\n", "| Average | 0.6498 | 0:00:05.301316 | 0:00:00.098998 | 0:00:02.700157 |\n", "| Std Dev. | 0.4567 | 0.08131952223356852 | 0.006712073392426619 | 2.601798870255831 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 0.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 0.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 0.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 0.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 0.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 0.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 0.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 0.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 0.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 0.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 0.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 0.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 0.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.301996 | 0:00:00.089000 | 0:00:05.301996 |\n", "| 3 | 1.0 | 0:00:05.247002 | 0:00:00.091998 | 0:00:05.247002 |\n", "| 5 | 1.0 | 0:00:05.442000 | 0:00:00.091000 | 0:00:05.442000 |\n", "| 7 | 1.0 | 0:00:05.181000 | 0:00:00.092001 | 0:00:05.181000 |\n", "| 9 | 1.0 | 0:00:05.410999 | 0:00:00.094001 | 0:00:05.410999 |\n", "| 11 | 1.0 | 0:00:05.344000 | 0:00:00.095998 | 0:00:05.344000 |\n", "| 13 | 1.0 | 0:00:05.185003 | 0:00:00.100998 | 0:00:05.185003 |\n", "| 15 | 1.0 | 0:00:05.333034 | 0:00:00.099004 | 0:00:05.333034 |\n", "| 17 | 1.0 | 0:00:05.116998 | 0:00:00.100965 | 0:00:05.116998 |\n", "| 19 | 1.0 | 0:00:05.388032 | 0:00:00.100968 | 0:00:05.388032 |\n", "| 21 | 1.0 | 0:00:05.325001 | 0:00:00.103998 | 0:00:05.325001 |\n", "| 23 | 1.0 | 0:00:05.372999 | 0:00:00.107001 | 0:00:05.372999 |\n", "| 25 | 1.0 | 0:00:05.481035 | 0:00:00.103997 | 0:00:05.481035 |\n", "| Average | 1.0 | 0:00:05.317623 | 0:00:00.097764 | 0:00:02.707693 |\n", "| Std Dev. | 0.0 | 0.10438094820450786 | 0.005559893098967147 | 2.6109760242162796 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.991 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.991 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.991 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.991 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.9972 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.0041 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.4955 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.4955 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.4955 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.4955 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.8448 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.2328 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.991 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.991 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.991 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.991 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.9972 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.0041 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.5 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.5 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.5 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.5 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.8462 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.2308 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.991 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.991 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.991 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.991 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.9972 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.0041 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.4977 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.4977 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.4977 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.4977 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.8455 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.2318 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.991 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.991 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.991 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.991 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.9972 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.0041 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.5 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.5 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.5 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.5 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.8462 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.2308 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.009 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.009 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.009 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.009 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.6951 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.4574 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 0.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 0.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 0.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 0.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 0.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 0.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 0.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 0.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.009 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.009 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.009 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.009 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.0028 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.0041 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:05.386997 | 0:00:00.106002 | 0:00:05.386997 |\n", "| 3 | 1.0 | 0:00:06.669002 | 0:00:00.154997 | 0:00:06.669002 |\n", "| 5 | 1.0 | 0:00:06.126033 | 0:00:00.104967 | 0:00:06.126033 |\n", "| 7 | 1.0 | 0:00:06.099051 | 0:00:00.105992 | 0:00:06.099051 |\n", "| 9 | 1.0 | 0:00:05.629035 | 0:00:00.098968 | 0:00:05.629035 |\n", "| 11 | 1.0 | 0:00:05.947032 | 0:00:00.102000 | 0:00:05.947032 |\n", "| 13 | 1.0 | 0:00:06.602978 | 0:00:00.120000 | 0:00:06.602978 |\n", "| 15 | 1.0 | 0:00:05.588004 | 0:00:00.134996 | 0:00:05.588004 |\n", "| 17 | 1.0 | 0:00:05.682002 | 0:00:00.126001 | 0:00:05.682002 |\n", "| 19 | 0.0 | 0:00:05.768999 | 0:00:00.121999 | 0:00:05.768999 |\n", "| 21 | 0.0 | 0:00:05.631999 | 0:00:00.112000 | 0:00:05.631999 |\n", "| 23 | 0.0 | 0:00:05.639001 | 0:00:00.113004 | 0:00:05.639001 |\n", "| 25 | 0.0 | 0:00:05.619030 | 0:00:00.111001 | 0:00:05.619030 |\n", "| Average | 0.6923 | 0:00:05.876089 | 0:00:00.116302 | 0:00:02.996196 |\n", "| Std Dev. | 0.4615 | 0.3811462723705474 | 0.014911019078524573 | 2.892496328675133 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.991 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.991 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.991 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.991 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.9972 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.0041 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.4955 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.4955 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.4955 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.4955 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.8448 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.2328 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.991 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.991 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.991 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.991 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.9972 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.0041 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.5 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.5 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.5 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.5 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.8462 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.2308 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.991 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.991 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.991 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.991 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.9972 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.0041 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.4977 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.4977 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.4977 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.4977 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.8455 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.2318 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.991 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.991 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.991 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.991 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.9972 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.0041 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.5 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.5 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.5 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.5 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.8462 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.2308 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.009 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.009 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.009 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.009 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.6951 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.4574 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 0.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 0.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 0.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 0.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 0.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 0.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 0.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 0.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.009 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.009 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.009 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.009 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.0028 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.0041 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594998 | 0:00:00.092000 | 0:00:05.594998 |\n", "| 3 | 1.0 | 0:00:05.715938 | 0:00:00.106994 | 0:00:05.715938 |\n", "| 5 | 1.0 | 0:00:05.783000 | 0:00:00.103000 | 0:00:05.783000 |\n", "| 7 | 1.0 | 0:00:06.048584 | 0:00:00.105034 | 0:00:06.048584 |\n", "| 9 | 1.0 | 0:00:05.916965 | 0:00:00.113000 | 0:00:05.916965 |\n", "| 11 | 1.0 | 0:00:05.796001 | 0:00:00.127002 | 0:00:05.796001 |\n", "| 13 | 1.0 | 0:00:06.035017 | 0:00:00.118001 | 0:00:06.035017 |\n", "| 15 | 1.0 | 0:00:06.492998 | 0:00:00.110001 | 0:00:06.492998 |\n", "| 17 | 1.0 | 0:00:06.502002 | 0:00:00.147002 | 0:00:06.502002 |\n", "| 19 | 0.0 | 0:00:07.023995 | 0:00:00.126001 | 0:00:07.023995 |\n", "| 21 | 0.0 | 0:00:07.198001 | 0:00:00.143002 | 0:00:07.198001 |\n", "| 23 | 0.0 | 0:00:06.769997 | 0:00:00.120000 | 0:00:06.769997 |\n", "| 25 | 0.0 | 0:00:05.670033 | 0:00:00.110001 | 0:00:05.670033 |\n", "| Average | 0.6923 | 0:00:06.195964 | 0:00:00.117003 | 0:00:03.156483 |\n", "| Std Dev. | 0.4615 | 0.5207449620129693 | 0.015052745659594503 | 3.0617220931114435 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.991 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.991 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.9933 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.9933 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.9976 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.0037 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.4955 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.4955 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.9966 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.9966 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.9219 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.1818 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.991 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.991 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.9933 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.9933 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.9976 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.0037 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.5 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.5 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.625 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.625 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.8654 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.2049 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.991 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.991 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.9933 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.9933 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.9976 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.0037 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.4977 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.4977 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.6983 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.6983 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.8763 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.1937 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.991 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.991 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.9933 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.9933 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.9976 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.0037 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.5 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.5 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.625 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.625 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.8654 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.2049 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.009 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.009 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.2567 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.2567 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.7332 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.4061 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 0.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 0.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 0.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 0.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 0.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 0.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 0.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 0.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.009 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.009 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.0067 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.0067 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.0024 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.0037 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:05.594999 | 0:00:00.106003 | 0:00:05.594999 |\n", "| 3 | 1.0 | 0:00:05.773997 | 0:00:00.097035 | 0:00:05.773997 |\n", "| 5 | 1.0 | 0:00:05.893966 | 0:00:00.101001 | 0:00:05.893966 |\n", "| 7 | 1.0 | 0:00:06.007000 | 0:00:00.123000 | 0:00:06.007000 |\n", "| 9 | 1.0 | 0:00:06.272008 | 0:00:00.110024 | 0:00:06.272008 |\n", "| 11 | 1.0 | 0:00:05.931965 | 0:00:00.102000 | 0:00:05.931965 |\n", "| 13 | 1.0 | 0:00:05.738000 | 0:00:00.113001 | 0:00:05.738000 |\n", "| 15 | 1.0 | 0:00:05.678955 | 0:00:00.103997 | 0:00:05.678955 |\n", "| 17 | 1.0 | 0:00:05.678036 | 0:00:00.104965 | 0:00:05.678036 |\n", "| 19 | 0.0 | 0:00:05.501033 | 0:00:00.110966 | 0:00:05.501033 |\n", "| 21 | 0.0 | 0:00:05.683001 | 0:00:00.123999 | 0:00:05.683001 |\n", "| 23 | 0.5 | 0:00:05.653001 | 0:00:00.111999 | 0:00:05.653001 |\n", "| 25 | 0.5 | 0:00:05.421999 | 0:00:00.111004 | 0:00:05.421999 |\n", "| Average | 0.7692 | 0:00:05.755997 | 0:00:00.109154 | 0:00:02.932575 |\n", "| Std Dev. | 0.3729 | 0.21667945383053755 | 0.007651152729923753 | 2.8275810342028236 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.9978 | 0.0045 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.9924 | 0.0039 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.9924 | 0.0039 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.9928 | 0.0039 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.9933 | 0.0035 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.9976 | 0.0015 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.0033 | 0.0019 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.8989 | 0.2022 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.5962 | 0.2019 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.5962 | 0.2019 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.6964 | 0.2465 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.7966 | 0.2459 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.8911 | 0.0845 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.1558 | 0.1077 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.9978 | 0.0045 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.9924 | 0.0039 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.9924 | 0.0039 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.9928 | 0.0039 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.9933 | 0.0035 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.9976 | 0.0015 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.0033 | 0.0019 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.9 | 0.2 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.6 | 0.2 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.6 | 0.2 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.625 | 0.1936 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.645 | 0.1847 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.8746 | 0.0753 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.1737 | 0.0953 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.9978 | 0.0045 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.9924 | 0.0039 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.9924 | 0.0039 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.9928 | 0.0039 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.9933 | 0.0035 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.9976 | 0.0015 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.0033 | 0.0019 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.8994 | 0.2011 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.5981 | 0.201 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.5981 | 0.201 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.6382 | 0.1969 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.6716 | 0.1839 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.8773 | 0.0757 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.1701 | 0.0958 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.9978 | 0.0045 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.9924 | 0.0039 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.9924 | 0.0039 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.9928 | 0.0039 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.9933 | 0.0035 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.9976 | 0.0015 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.0033 | 0.0019 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.9 | 0.2 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.6 | 0.2 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.6 | 0.2 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.625 | 0.1936 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.645 | 0.1847 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.8746 | 0.0753 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.1737 | 0.0953 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.8022 | 0.3955 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.2076 | 0.3962 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.2076 | 0.3962 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.2572 | 0.3835 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.2967 | 0.3659 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.7517 | 0.149 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.3441 | 0.1886 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 0.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 0.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 0.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 0.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 0.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 0.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 0.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.0022 | 0.0045 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.0076 | 0.0039 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.0076 | 0.0039 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.0072 | 0.0039 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.0067 | 0.0035 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.0024 | 0.0015 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.0033 | 0.0019 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:05.444604 | 0:00:00.096001 | 0:00:05.540605 |\n", "| 3 | 1.0 | 0.0 | 0:00:05.717782 | 0:00:00.107604 | 0:00:05.825386 |\n", "| 5 | 1.0 | 0.0 | 0:00:05.733400 | 0:00:00.099194 | 0:00:05.832594 |\n", "| 7 | 1.0 | 0.0 | 0:00:05.730733 | 0:00:00.104198 | 0:00:05.834932 |\n", "| 9 | 1.0 | 0.0 | 0:00:05.689608 | 0:00:00.102198 | 0:00:05.791807 |\n", "| 11 | 1.0 | 0.0 | 0:00:05.668593 | 0:00:00.105000 | 0:00:05.773593 |\n", "| 13 | 1.0 | 0.0 | 0:00:05.753600 | 0:00:00.110207 | 0:00:05.863807 |\n", "| 15 | 1.0 | 0.0 | 0:00:05.699391 | 0:00:00.110400 | 0:00:05.809791 |\n", "| 17 | 0.8 | 0.4 | 0:00:05.664607 | 0:00:00.116187 | 0:00:05.780794 |\n", "| 19 | 0.2 | 0.4 | 0:00:05.779212 | 0:00:00.112986 | 0:00:05.892198 |\n", "| 21 | 0.2 | 0.4 | 0:00:05.834416 | 0:00:00.117800 | 0:00:05.952216 |\n", "| 23 | 0.3 | 0.4 | 0:00:05.728399 | 0:00:00.111001 | 0:00:05.839400 |\n", "| 25 | 0.3894 | 0.3719 | 0:00:05.517826 | 0:00:00.109194 | 0:00:05.627020 |\n", "| Average | 0.7607 | 0.1517 | 0:00:05.689398 | 0:00:00.107844 | 0:00:05.797242 |\n", "| Std Dev. | 0.3326 | 0.192 | 0.0998839662 | 0.0061235919 | 0.103239547 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "b'kr-vs-k-one_vs_fifteen'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 0.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 0.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 0.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 0.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 0.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 0.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 0.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 0.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 0.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 0.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 0.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 0.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 0.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.430996 | 0:00:00.089036 | 0:00:02.430996 |\n", "| 3 | 1.0 | 0:00:02.488964 | 0:00:00.089999 | 0:00:02.488964 |\n", "| 5 | 1.0 | 0:00:02.639002 | 0:00:00.089999 | 0:00:02.639002 |\n", "| 7 | 1.0 | 0:00:02.708003 | 0:00:00.093998 | 0:00:02.708003 |\n", "| 9 | 1.0 | 0:00:02.908035 | 0:00:00.095002 | 0:00:02.908035 |\n", "| 11 | 1.0 | 0:00:02.844964 | 0:00:00.092999 | 0:00:02.844964 |\n", "| 13 | 1.0 | 0:00:03.025035 | 0:00:00.098968 | 0:00:03.025035 |\n", "| 15 | 1.0 | 0:00:02.930999 | 0:00:00.095038 | 0:00:02.930999 |\n", "| 17 | 1.0 | 0:00:03.216959 | 0:00:00.101001 | 0:00:03.216959 |\n", "| 19 | 1.0 | 0:00:03.307999 | 0:00:00.099999 | 0:00:03.307999 |\n", "| 21 | 1.0 | 0:00:03.249002 | 0:00:00.112000 | 0:00:03.249002 |\n", "| 23 | 1.0 | 0:00:03.103997 | 0:00:00.102999 | 0:00:03.103997 |\n", "| 25 | 1.0 | 0:00:03.254002 | 0:00:00.126000 | 0:00:03.254002 |\n", "| Average | 1.0 | 0:00:02.931381 | 0:00:00.099003 | 0:00:01.515192 |\n", "| Std Dev. | 0.0 | 0.28507033881560834 | 0.009895682483158863 | 1.4304801095182176 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 0.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 0.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 0.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 0.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 0.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 0.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 0.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 0.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 0.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 0.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 0.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 0.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 0.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.298000 | 0:00:00.091999 | 0:00:02.298000 |\n", "| 3 | 1.0 | 0:00:02.487000 | 0:00:00.088036 | 0:00:02.487000 |\n", "| 5 | 1.0 | 0:00:02.707965 | 0:00:00.088998 | 0:00:02.707965 |\n", "| 7 | 1.0 | 0:00:02.712002 | 0:00:00.095999 | 0:00:02.712002 |\n", "| 9 | 1.0 | 0:00:02.776003 | 0:00:00.095001 | 0:00:02.776003 |\n", "| 11 | 1.0 | 0:00:03.018997 | 0:00:00.097000 | 0:00:03.018997 |\n", "| 13 | 1.0 | 0:00:02.912003 | 0:00:00.097997 | 0:00:02.912003 |\n", "| 15 | 1.0 | 0:00:02.985000 | 0:00:00.104003 | 0:00:02.985000 |\n", "| 17 | 1.0 | 0:00:03.045999 | 0:00:00.100002 | 0:00:03.045999 |\n", "| 19 | 1.0 | 0:00:03.234997 | 0:00:00.107002 | 0:00:03.234997 |\n", "| 21 | 1.0 | 0:00:03.133000 | 0:00:00.101001 | 0:00:03.133000 |\n", "| 23 | 1.0 | 0:00:03.275032 | 0:00:00.103000 | 0:00:03.275032 |\n", "| 25 | 1.0 | 0:00:03.187967 | 0:00:00.104032 | 0:00:03.187967 |\n", "| Average | 1.0 | 0:00:02.905690 | 0:00:00.098005 | 0:00:01.501847 |\n", "| Std Dev. | 0.0 | 0.28461563109779564 | 0.005696140555400757 | 1.4182003037281405 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9978 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9978 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9978 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9978 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9978 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9978 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9978 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9988 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0011 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9988 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9988 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9988 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9988 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9988 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9988 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9988 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9994 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0006 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9978 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9978 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9978 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9978 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9978 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9978 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9978 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9988 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0011 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9688 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9688 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9688 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9688 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9688 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9688 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9688 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9832 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0156 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9978 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9978 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9978 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9978 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9978 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9978 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9978 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9988 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0011 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9833 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9833 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9833 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9833 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9833 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9833 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9833 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.991 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0083 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9978 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9978 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9978 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9978 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9978 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9978 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9978 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9988 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0011 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9688 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9688 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9688 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9688 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9688 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9688 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9688 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9832 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0156 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9397 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9397 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9397 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9397 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9397 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9397 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9397 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9675 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.03 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 0.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 0.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 0.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 0.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 0.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.0022 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.0022 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.0022 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.0022 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.0022 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.0022 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.0022 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.0012 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0011 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.204997 | 0:00:00.085001 | 0:00:02.204997 |\n", "| 3 | 1.0 | 0:00:02.528034 | 0:00:00.085998 | 0:00:02.528034 |\n", "| 5 | 1.0 | 0:00:02.599968 | 0:00:00.090000 | 0:00:02.599968 |\n", "| 7 | 1.0 | 0:00:02.666001 | 0:00:00.097001 | 0:00:02.666001 |\n", "| 9 | 1.0 | 0:00:02.771999 | 0:00:00.099000 | 0:00:02.771999 |\n", "| 11 | 1.0 | 0:00:02.999000 | 0:00:00.097000 | 0:00:02.999000 |\n", "| 13 | 0.9682 | 0:00:02.918034 | 0:00:00.096000 | 0:00:02.918034 |\n", "| 15 | 0.9682 | 0:00:03.096999 | 0:00:00.102967 | 0:00:03.096999 |\n", "| 17 | 0.9682 | 0:00:03.001998 | 0:00:00.101001 | 0:00:03.001998 |\n", "| 19 | 0.9682 | 0:00:03.061999 | 0:00:00.101000 | 0:00:03.061999 |\n", "| 21 | 0.9682 | 0:00:03.226000 | 0:00:00.101002 | 0:00:03.226000 |\n", "| 23 | 0.9682 | 0:00:03.139034 | 0:00:00.101000 | 0:00:03.139034 |\n", "| 25 | 0.9682 | 0:00:03.138967 | 0:00:00.108002 | 0:00:03.138967 |\n", "| Average | 0.9829 | 0:00:02.873310 | 0:00:00.097305 | 0:00:01.485308 |\n", "| Std Dev. | 0.0158 | 0.28814887525029553 | 0.006436006849587969 | 1.4028848645026606 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 0.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 0.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 0.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 0.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 0.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 0.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 0.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 0.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 0.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 0.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 0.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 0.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 0.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.397997 | 0:00:00.089001 | 0:00:02.397997 |\n", "| 3 | 1.0 | 0:00:02.546033 | 0:00:00.089966 | 0:00:02.546033 |\n", "| 5 | 1.0 | 0:00:02.587001 | 0:00:00.091001 | 0:00:02.587001 |\n", "| 7 | 1.0 | 0:00:02.881035 | 0:00:00.095963 | 0:00:02.881035 |\n", "| 9 | 1.0 | 0:00:02.965001 | 0:00:00.094001 | 0:00:02.965001 |\n", "| 11 | 1.0 | 0:00:02.879002 | 0:00:00.093030 | 0:00:02.879002 |\n", "| 13 | 1.0 | 0:00:03.030966 | 0:00:00.099000 | 0:00:03.030966 |\n", "| 15 | 1.0 | 0:00:02.990002 | 0:00:00.097036 | 0:00:02.990002 |\n", "| 17 | 1.0 | 0:00:03.040962 | 0:00:00.098001 | 0:00:03.040962 |\n", "| 19 | 1.0 | 0:00:03.249999 | 0:00:00.101002 | 0:00:03.249999 |\n", "| 21 | 1.0 | 0:00:03.161031 | 0:00:00.098968 | 0:00:03.161031 |\n", "| 23 | 1.0 | 0:00:03.270033 | 0:00:00.103966 | 0:00:03.270033 |\n", "| 25 | 1.0 | 0:00:03.207999 | 0:00:00.107002 | 0:00:03.207999 |\n", "| Average | 1.0 | 0:00:02.939005 | 0:00:00.096764 | 0:00:01.517885 |\n", "| Std Dev. | 0.0 | 0.26718792930281815 | 0.005174042009810002 | 1.4336285128356696 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 0.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 0.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 0.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 0.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 0.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 0.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 0.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 0.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 0.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 0.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 0.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 0.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 0.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:02.322963 | 0:00:00.086000 | 0:00:02.322963 |\n", "| 3 | 1.0 | 0:00:02.553000 | 0:00:00.091002 | 0:00:02.553000 |\n", "| 5 | 1.0 | 0:00:02.710033 | 0:00:00.090002 | 0:00:02.710033 |\n", "| 7 | 1.0 | 0:00:02.798998 | 0:00:00.095965 | 0:00:02.798998 |\n", "| 9 | 1.0 | 0:00:02.810002 | 0:00:00.093001 | 0:00:02.810002 |\n", "| 11 | 1.0 | 0:00:03.033000 | 0:00:00.094998 | 0:00:03.033000 |\n", "| 13 | 1.0 | 0:00:03.014000 | 0:00:00.096002 | 0:00:03.014000 |\n", "| 15 | 1.0 | 0:00:03.127000 | 0:00:00.100998 | 0:00:03.127000 |\n", "| 17 | 1.0 | 0:00:03.148999 | 0:00:00.101000 | 0:00:03.148999 |\n", "| 19 | 1.0 | 0:00:03.119000 | 0:00:00.101000 | 0:00:03.119000 |\n", "| 21 | 1.0 | 0:00:03.302001 | 0:00:00.100999 | 0:00:03.302001 |\n", "| 23 | 1.0 | 0:00:03.319003 | 0:00:00.102997 | 0:00:03.319003 |\n", "| 25 | 1.0 | 0:00:03.284002 | 0:00:00.103000 | 0:00:03.284002 |\n", "| Average | 1.0 | 0:00:02.964769 | 0:00:00.096690 | 0:00:01.530729 |\n", "| Std Dev. | 0.0 | 0.29483188065601373 | 0.005282029037078788 | 1.449119515153944 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9996 | 0.0009 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9996 | 0.0009 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9996 | 0.0009 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9996 | 0.0009 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9996 | 0.0009 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9996 | 0.0009 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9996 | 0.0009 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9998 | 0.0005 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0002 | 0.0004 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9998 | 0.0005 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9998 | 0.0005 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9998 | 0.0005 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9998 | 0.0005 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9998 | 0.0005 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9998 | 0.0005 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9998 | 0.0005 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9999 | 0.0002 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0001 | 0.0002 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9996 | 0.0009 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9996 | 0.0009 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9996 | 0.0009 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9996 | 0.0009 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9996 | 0.0009 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9996 | 0.0009 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9996 | 0.0009 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9998 | 0.0005 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0002 | 0.0004 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9938 | 0.0125 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9938 | 0.0125 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9938 | 0.0125 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9938 | 0.0125 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9938 | 0.0125 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9938 | 0.0125 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9938 | 0.0125 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9966 | 0.0067 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0031 | 0.0062 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9996 | 0.0009 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9996 | 0.0009 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9996 | 0.0009 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9996 | 0.0009 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9996 | 0.0009 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9996 | 0.0009 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9996 | 0.0009 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9998 | 0.0005 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0002 | 0.0004 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9967 | 0.0067 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9967 | 0.0067 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9967 | 0.0067 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9967 | 0.0067 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9967 | 0.0067 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9967 | 0.0067 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9967 | 0.0067 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9982 | 0.0036 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0017 | 0.0033 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9996 | 0.0009 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9996 | 0.0009 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9996 | 0.0009 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9996 | 0.0009 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9996 | 0.0009 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9996 | 0.0009 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9996 | 0.0009 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9998 | 0.0005 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0002 | 0.0004 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9938 | 0.0125 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9938 | 0.0125 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9938 | 0.0125 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9938 | 0.0125 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9938 | 0.0125 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9938 | 0.0125 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9938 | 0.0125 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9966 | 0.0067 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0031 | 0.0062 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9879 | 0.0241 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9879 | 0.0241 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9879 | 0.0241 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9879 | 0.0241 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9879 | 0.0241 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9879 | 0.0241 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9879 | 0.0241 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9935 | 0.013 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.006 | 0.012 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 0.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 0.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 0.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 0.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 0.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.0004 | 0.0009 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.0004 | 0.0009 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.0004 | 0.0009 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.0004 | 0.0009 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.0004 | 0.0009 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.0004 | 0.0009 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.0004 | 0.0009 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.0002 | 0.0005 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0002 | 0.0004 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:02.330991 | 0:00:00.088208 | 0:00:02.419198 |\n", "| 3 | 1.0 | 0.0 | 0:00:02.520606 | 0:00:00.089000 | 0:00:02.609606 |\n", "| 5 | 1.0 | 0.0 | 0:00:02.648794 | 0:00:00.090000 | 0:00:02.738793 |\n", "| 7 | 1.0 | 0.0 | 0:00:02.753208 | 0:00:00.095785 | 0:00:02.848993 |\n", "| 9 | 1.0 | 0.0 | 0:00:02.846208 | 0:00:00.095201 | 0:00:02.941409 |\n", "| 11 | 1.0 | 0.0 | 0:00:02.954993 | 0:00:00.095005 | 0:00:03.049998 |\n", "| 13 | 0.9936 | 0.0127 | 0:00:02.980008 | 0:00:00.097593 | 0:00:03.077601 |\n", "| 15 | 0.9936 | 0.0127 | 0:00:03.026000 | 0:00:00.100008 | 0:00:03.126009 |\n", "| 17 | 0.9936 | 0.0127 | 0:00:03.090984 | 0:00:00.100201 | 0:00:03.191185 |\n", "| 19 | 0.9936 | 0.0127 | 0:00:03.194799 | 0:00:00.102001 | 0:00:03.296800 |\n", "| 21 | 0.9936 | 0.0127 | 0:00:03.214207 | 0:00:00.102794 | 0:00:03.317001 |\n", "| 23 | 0.9936 | 0.0127 | 0:00:03.221420 | 0:00:00.102793 | 0:00:03.324213 |\n", "| 25 | 0.9936 | 0.0127 | 0:00:03.214587 | 0:00:00.109607 | 0:00:03.324194 |\n", "| Average | 0.9966 | 0.0068 | 0:00:02.922831 | 0:00:00.097554 | 0:00:03.020385 |\n", "| Std Dev. | 0.0032 | 0.0063 | 0.2770955956 | 0.0059854384 | 0.2826451535 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'kr-vs-k-zero-one_vs_draw'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9966 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9966 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9966 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9966 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9966 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9948 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9948 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9948 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9948 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9948 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9931 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9931 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9952 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0012 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9732 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9982 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9982 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9982 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9982 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9982 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9973 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9973 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9973 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9973 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9973 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9965 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9965 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9957 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0065 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9966 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9966 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9966 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9966 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9966 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9948 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9948 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9948 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9948 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9948 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9931 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9931 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9952 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0012 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9515 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9524 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9524 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9524 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9524 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9524 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9286 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9286 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9286 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9286 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9286 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9048 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9048 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9358 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0171 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9966 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9966 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9966 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9966 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9966 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9948 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9948 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9948 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9948 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9948 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9931 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9931 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9952 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0012 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9621 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9741 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9741 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9741 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9741 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9741 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9602 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9602 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9602 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9602 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9602 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9456 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9456 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9634 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0098 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9966 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9966 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9966 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9966 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9966 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9948 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9948 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9948 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9948 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9948 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9931 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9931 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9952 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0012 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9515 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9524 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9524 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9524 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9524 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9524 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9286 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9286 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9286 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9286 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9286 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.9048 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.9048 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9358 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0171 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.863 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9082 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9082 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9082 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9082 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9082 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.8623 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.8623 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.8623 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.8623 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.8623 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.8164 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.8164 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.8729 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.032 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.0052 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.0034 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.0034 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.0034 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.0034 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.0034 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.0052 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.0052 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.0052 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.0052 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.0052 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.0069 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.0069 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.0048 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0012 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9503 | 0:00:02.980999 | 0:00:00.111042 | 0:00:02.980999 |\n", "| 3 | 0.9512 | 0:00:03.073991 | 0:00:00.114970 | 0:00:03.073991 |\n", "| 5 | 0.9512 | 0:00:03.322999 | 0:00:00.134998 | 0:00:03.322999 |\n", "| 7 | 0.9512 | 0:00:03.464001 | 0:00:00.119037 | 0:00:03.464001 |\n", "| 9 | 0.9512 | 0:00:03.538005 | 0:00:00.120994 | 0:00:03.538005 |\n", "| 11 | 0.9512 | 0:00:03.651998 | 0:00:00.122999 | 0:00:03.651998 |\n", "| 13 | 0.9258 | 0:00:03.610966 | 0:00:00.123038 | 0:00:03.610966 |\n", "| 15 | 0.9258 | 0:00:03.684962 | 0:00:00.124000 | 0:00:03.684962 |\n", "| 17 | 0.9258 | 0:00:03.875037 | 0:00:00.140964 | 0:00:03.875037 |\n", "| 19 | 0.9258 | 0:00:03.850999 | 0:00:00.133001 | 0:00:03.850999 |\n", "| 21 | 0.9258 | 0:00:03.868000 | 0:00:00.129033 | 0:00:03.868000 |\n", "| 23 | 0.8997 | 0:00:03.881968 | 0:00:00.131997 | 0:00:03.881968 |\n", "| 25 | 0.8997 | 0:00:04.076035 | 0:00:00.137970 | 0:00:04.076035 |\n", "| Average | 0.9335 | 0:00:03.606151 | 0:00:00.126465 | 0:00:01.866308 |\n", "| Std Dev. | 0.0184 | 0.31440447509345437 | 0.00868365192371237 | 1.7540000676175775 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9983 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9966 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9966 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9966 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9948 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9931 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9931 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9931 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9931 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9931 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9931 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.9897 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.9897 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9939 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0025 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9991 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9982 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9982 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9982 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9732 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.971 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.971 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.971 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.971 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.971 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.971 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.9661 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.9661 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9789 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0132 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9983 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9966 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9966 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9966 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9948 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9931 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9931 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9931 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9931 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9931 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9931 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.9897 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.9897 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9939 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0025 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9762 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9524 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9524 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9524 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9515 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9277 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9277 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9277 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9277 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9277 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9277 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.8801 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.8801 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9316 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0264 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9983 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9966 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9966 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9966 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9948 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9931 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9931 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9931 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9931 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9931 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9931 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.9897 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.9897 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9939 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0025 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9874 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9741 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9741 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9741 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9621 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9482 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9482 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9482 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9482 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9482 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9482 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.9184 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.9184 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9537 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0199 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9983 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9966 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9966 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9966 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9948 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9931 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9931 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9931 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9931 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9931 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9931 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.9897 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.9897 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9939 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0025 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9762 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9524 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9524 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9524 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9515 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.9277 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.9277 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.9277 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.9277 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.9277 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.9277 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.8801 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.8801 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9316 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0264 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9541 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9082 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9082 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9082 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.863 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.8172 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.8172 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.8172 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.8172 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.8172 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.8172 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.7257 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.7257 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.8382 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.066 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.0017 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.0034 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.0034 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.0034 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.0052 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.0069 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.0069 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.0069 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.0069 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.0069 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.0069 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.0103 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.0103 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.0061 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0025 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 0.9759 | 0:00:02.860999 | 0:00:00.112001 | 0:00:02.860999 |\n", "| 3 | 0.9512 | 0:00:03.055999 | 0:00:00.115999 | 0:00:03.055999 |\n", "| 5 | 0.9512 | 0:00:03.414989 | 0:00:00.120999 | 0:00:03.414989 |\n", "| 7 | 0.9512 | 0:00:03.507000 | 0:00:00.119033 | 0:00:03.507000 |\n", "| 9 | 0.9503 | 0:00:03.665966 | 0:00:00.127002 | 0:00:03.665966 |\n", "| 11 | 0.925 | 0:00:03.598999 | 0:00:00.122000 | 0:00:03.598999 |\n", "| 13 | 0.925 | 0:00:03.737034 | 0:00:00.123998 | 0:00:03.737034 |\n", "| 15 | 0.925 | 0:00:03.682005 | 0:00:00.124963 | 0:00:03.682005 |\n", "| 17 | 0.925 | 0:00:03.808009 | 0:00:00.136001 | 0:00:03.808009 |\n", "| 19 | 0.925 | 0:00:04.127002 | 0:00:00.198999 | 0:00:04.127002 |\n", "| 21 | 0.925 | 0:00:04.263999 | 0:00:00.133998 | 0:00:04.263999 |\n", "| 23 | 0.8721 | 0:00:04.178010 | 0:00:00.139998 | 0:00:04.178010 |\n", "| 25 | 0.8721 | 0:00:04.259000 | 0:00:00.186002 | 0:00:04.259000 |\n", "| Average | 0.9288 | 0:00:03.704539 | 0:00:00.135461 | 0:00:01.920000 |\n", "| Std Dev. | 0.0287 | 0.4208958781706248 | 0.025595982767249732 | 1.809277310566037 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9931 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9931 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9948 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9931 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9931 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9931 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9931 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9931 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9931 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9931 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9931 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9931 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9931 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9932 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0005 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9964 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9964 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9973 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9964 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9964 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9964 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9964 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9964 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9964 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9964 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9964 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9964 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9964 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9965 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0002 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9931 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9931 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9948 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9931 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9931 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9931 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9931 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9931 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9931 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9931 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9931 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9931 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9931 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9932 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0005 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9048 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9048 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9286 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9048 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9048 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9048 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9048 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9048 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9048 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9048 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9048 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9048 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9048 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9066 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0063 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9931 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9931 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9948 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9931 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9931 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9931 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9931 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9931 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9931 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9931 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9931 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9931 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9931 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9932 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0005 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9456 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9456 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9602 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9456 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9456 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9456 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9456 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9456 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9456 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9456 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9456 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9456 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9456 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9467 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0039 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9931 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9931 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9948 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9931 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9931 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9931 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9931 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9931 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9931 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9931 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9931 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9931 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9931 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9932 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0005 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9048 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.9048 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9286 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.9048 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.9048 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.9048 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.9048 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.9048 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.9048 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.9048 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.9048 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.9048 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.9048 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9066 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0063 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8164 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.8164 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.8623 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.8164 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.8164 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.8164 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.8164 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.8164 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.8164 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.8164 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.8164 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.8164 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.8164 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.82 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0122 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0069 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.0069 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.0052 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.0069 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.0069 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.0069 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.0069 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.0069 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.0069 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.0069 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.0069 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.0069 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.0069 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.0068 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.0005 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8997 | 0:00:03.319998 | 0:00:00.116002 | 0:00:03.319998 |\n", "| 3 | 0.8997 | 0:00:03.576001 | 0:00:00.130999 | 0:00:03.576001 |\n", "| 5 | 0.9258 | 0:00:03.540000 | 0:00:00.146001 | 0:00:03.540000 |\n", "| 7 | 0.8997 | 0:00:04.432999 | 0:00:00.152000 | 0:00:04.432999 |\n", "| 9 | 0.8997 | 0:00:04.313999 | 0:00:00.127001 | 0:00:04.313999 |\n", "| 11 | 0.8997 | 0:00:03.743998 | 0:00:00.119000 | 0:00:03.743998 |\n", "| 13 | 0.8997 | 0:00:04.075001 | 0:00:00.144000 | 0:00:04.075001 |\n", "| 15 | 0.8997 | 0:00:04.274999 | 0:00:00.127000 | 0:00:04.274999 |\n", "| 17 | 0.8997 | 0:00:04.325000 | 0:00:00.152001 | 0:00:04.325000 |\n", "| 19 | 0.8997 | 0:00:04.439001 | 0:00:00.136000 | 0:00:04.439001 |\n", "| 21 | 0.8997 | 0:00:04.152009 | 0:00:00.123000 | 0:00:04.152009 |\n", "| 23 | 0.8997 | 0:00:03.755999 | 0:00:00.129000 | 0:00:03.755999 |\n", "| 25 | 0.8997 | 0:00:03.905001 | 0:00:00.168003 | 0:00:03.905001 |\n", "| Average | 0.9017 | 0:00:03.988770 | 0:00:00.136154 | 0:00:02.062462 |\n", "| Std Dev. | 0.007 | 0.35895402749061567 | 0.014659738159362612 | 1.9429855268105192 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9931 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9948 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9948 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9948 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9948 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9948 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9948 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9948 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9948 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9948 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9948 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9948 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9947 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0005 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9973 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9506 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9973 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9973 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9973 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9973 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9973 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9973 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9973 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9973 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9973 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9973 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9973 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9937 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0125 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9931 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9948 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9948 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9948 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9948 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9948 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9948 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9948 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9948 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9948 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9948 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9948 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9947 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0005 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9286 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9506 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9286 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9286 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9286 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9286 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9286 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9286 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9286 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9286 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9286 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9286 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9286 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9303 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0059 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9931 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9948 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9948 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9948 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9948 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9948 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9948 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9948 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9948 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9948 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9948 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9948 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9947 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0005 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9602 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9506 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9602 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9602 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9602 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9602 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9602 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9602 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9602 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9602 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9602 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9602 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9602 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9595 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0026 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9948 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9931 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9948 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9948 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9948 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9948 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9948 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9948 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9948 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9948 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9948 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9948 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9948 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9947 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0005 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9286 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9506 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9286 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9286 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9286 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9286 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9286 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9286 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9286 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9286 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9286 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9286 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9286 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9303 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0059 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.8623 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.822 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.8623 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.8623 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.8623 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.8623 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.8623 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.8623 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.8623 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.8623 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.8623 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.8623 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.8623 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.8592 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0107 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.0052 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.0069 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.0052 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.0052 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.0052 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.0052 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.0052 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.0052 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.0052 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.0052 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.0052 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.0052 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.0052 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.0053 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0005 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9258 | 0:00:02.696002 | 0:00:00.104998 | 0:00:02.696002 |\n", "| 3 | 0.9495 | 0:00:02.848000 | 0:00:00.108003 | 0:00:02.848000 |\n", "| 5 | 0.9258 | 0:00:03.092999 | 0:00:00.114002 | 0:00:03.092999 |\n", "| 7 | 0.9258 | 0:00:03.315998 | 0:00:00.126000 | 0:00:03.315998 |\n", "| 9 | 0.9258 | 0:00:03.363999 | 0:00:00.115001 | 0:00:03.363999 |\n", "| 11 | 0.9258 | 0:00:03.431001 | 0:00:00.120997 | 0:00:03.431001 |\n", "| 13 | 0.9258 | 0:00:03.360030 | 0:00:00.117999 | 0:00:03.360030 |\n", "| 15 | 0.9258 | 0:00:03.448974 | 0:00:00.126998 | 0:00:03.448974 |\n", "| 17 | 0.9258 | 0:00:03.526034 | 0:00:00.123003 | 0:00:03.526034 |\n", "| 19 | 0.9258 | 0:00:03.560998 | 0:00:00.120968 | 0:00:03.560998 |\n", "| 21 | 0.9258 | 0:00:03.860999 | 0:00:00.136999 | 0:00:03.860999 |\n", "| 23 | 0.9258 | 0:00:03.722002 | 0:00:00.126997 | 0:00:03.722002 |\n", "| 25 | 0.9258 | 0:00:03.841005 | 0:00:00.147995 | 0:00:03.841005 |\n", "| Average | 0.9276 | 0:00:03.389849 | 0:00:00.122305 | 0:00:01.756077 |\n", "| Std Dev. | 0.0063 | 0.3350123586933754 | 0.01103317168683377 | 1.6508753355341919 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+------------------+\n", "| 1 | 0.9931 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9914 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.9897 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9914 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.9897 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.9897 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.9897 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.9879 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.9862 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.9862 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.9845 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.9845 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.9845 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.9883 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0028 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+----------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+------------------+\n", "| 1 | 0.971 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9473 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.9438 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9473 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.9438 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.9438 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.9438 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.94 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.9358 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.9358 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.9313 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.9313 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.9313 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.942 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0101 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+-----------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+------------------+\n", "| 1 | 0.9931 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9914 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.9897 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9914 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.9897 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.9897 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.9897 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.9879 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.9862 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.9862 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.9845 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.9845 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.9845 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.9883 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0028 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+-----------------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| 1 | 0.9277 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9268 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.903 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9268 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.903 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.903 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.903 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.8792 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.8554 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.8554 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.8315 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.8315 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.8315 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.8829 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0361 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+------------------+\n", "| 1 | 0.9931 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9914 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.9897 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9914 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.9897 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.9897 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.9897 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.9879 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.9862 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.9862 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.9845 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.9845 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.9845 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.9883 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0028 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+--------------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+------------------+\n", "| 1 | 0.9482 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9368 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.9223 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9368 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.9223 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.9223 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.9223 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.9071 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.8912 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.8912 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.8744 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.8744 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.8744 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.9095 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0248 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+-----------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+------------------+\n", "| 1 | 0.9931 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9914 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.9897 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9914 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.9897 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.9897 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.9897 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.9879 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.9862 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.9862 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.9845 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.9845 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.9845 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.9883 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0028 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+-----------------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| 1 | 0.9277 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9268 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.903 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9268 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.903 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.903 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.903 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.8792 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.8554 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.8554 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.8315 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.8315 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.8315 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.8829 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0361 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+------------------+\n", "| 1 | 0.8172 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.7766 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.7312 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.7766 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.7312 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.7312 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.7312 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.6859 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.6406 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.6406 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.5954 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.5954 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.5954 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.696 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.073 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+-----------------------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| 1 | 0.0069 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.0086 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.0103 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.0086 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.0103 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.0103 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.0103 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.0121 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.0138 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.0138 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.0155 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.0155 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.0155 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.0117 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0028 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "| 1 | 0.925 | 0:00:02.922998 | 0:00:00.105999 | 0:00:02.922998 |\n", "| 3 | 0.9242 | 0:00:02.959033 | 0:00:00.109967 | 0:00:02.959033 |\n", "| 5 | 0.8981 | 0:00:03.270033 | 0:00:00.108967 | 0:00:03.270033 |\n", "| 7 | 0.9242 | 0:00:03.418010 | 0:00:00.121989 | 0:00:03.418010 |\n", "| 9 | 0.8981 | 0:00:03.451000 | 0:00:00.114002 | 0:00:03.451000 |\n", "| 11 | 0.8981 | 0:00:03.483033 | 0:00:00.114966 | 0:00:03.483033 |\n", "| 13 | 0.8981 | 0:00:03.517033 | 0:00:00.116000 | 0:00:03.517033 |\n", "| 15 | 0.8713 | 0:00:03.634966 | 0:00:00.121005 | 0:00:03.634966 |\n", "| 17 | 0.8436 | 0:00:03.557023 | 0:00:00.118006 | 0:00:03.557023 |\n", "| 19 | 0.8436 | 0:00:03.651966 | 0:00:00.122000 | 0:00:03.651966 |\n", "| 21 | 0.815 | 0:00:03.664028 | 0:00:00.121005 | 0:00:03.664028 |\n", "| 23 | 0.815 | 0:00:03.647967 | 0:00:00.124036 | 0:00:03.647967 |\n", "| 25 | 0.815 | 0:00:03.771965 | 0:00:00.128000 | 0:00:03.771965 |\n", "| Average | 0.8746 | 0:00:03.457620 | 0:00:00.117380 | 0:00:01.787500 |\n", "| Std Dev. | 0.0414 | 0.25300324207921066 | 0.006206525919067401 | 1.67967983750559 |\n", "+----------+--------+---------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9948 | 0.0019 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9941 | 0.0021 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.9945 | 0.0025 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9945 | 0.002 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.9938 | 0.0023 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9934 | 0.0023 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9931 | 0.0019 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9928 | 0.0025 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.9924 | 0.0032 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.9924 | 0.0032 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9921 | 0.0039 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.991 | 0.0037 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.991 | 0.0037 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9931 | 0.0027 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0012 | 0.0007 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9874 | 0.0125 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9782 | 0.0239 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.987 | 0.0216 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9875 | 0.0201 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.9818 | 0.0212 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9814 | 0.0214 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9812 | 0.0212 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9804 | 0.0226 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.9796 | 0.0241 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.9796 | 0.0241 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9787 | 0.0258 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.9775 | 0.026 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.9775 | 0.026 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9814 | 0.0223 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0035 | 0.0034 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9948 | 0.0019 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9941 | 0.0021 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.9945 | 0.0025 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9945 | 0.002 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.9938 | 0.0023 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9934 | 0.0023 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9931 | 0.0019 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9928 | 0.0025 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.9924 | 0.0032 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.9924 | 0.0032 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9921 | 0.0039 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.991 | 0.0037 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.991 | 0.0037 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9931 | 0.0027 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0012 | 0.0007 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9377 | 0.0243 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9374 | 0.019 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.933 | 0.0184 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.933 | 0.0179 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.928 | 0.0215 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9233 | 0.0182 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9185 | 0.012 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9137 | 0.0195 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.909 | 0.0283 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.909 | 0.0283 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9042 | 0.0375 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.8899 | 0.033 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.8899 | 0.033 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9174 | 0.0239 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0159 | 0.0072 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9948 | 0.0019 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9941 | 0.0021 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.9945 | 0.0025 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9945 | 0.002 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.9938 | 0.0023 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9934 | 0.0023 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9931 | 0.0019 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9928 | 0.0025 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.9924 | 0.0032 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.9924 | 0.0032 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9921 | 0.0039 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.991 | 0.0037 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.991 | 0.0037 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9931 | 0.0027 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0012 | 0.0007 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9607 | 0.0148 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9562 | 0.0152 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.9582 | 0.019 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9582 | 0.015 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.9529 | 0.0178 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9501 | 0.0172 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9473 | 0.0139 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9443 | 0.0195 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.9411 | 0.0257 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.9411 | 0.0257 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9377 | 0.0322 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.9288 | 0.0304 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.9288 | 0.0304 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9466 | 0.0213 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0103 | 0.0064 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9948 | 0.0019 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9941 | 0.0021 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.9945 | 0.0025 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9945 | 0.002 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.9938 | 0.0023 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9934 | 0.0023 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9931 | 0.0019 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9928 | 0.0025 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.9924 | 0.0032 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.9924 | 0.0032 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9921 | 0.0039 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.991 | 0.0037 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.991 | 0.0037 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9931 | 0.0027 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0012 | 0.0007 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9377 | 0.0243 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9374 | 0.019 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.933 | 0.0184 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.933 | 0.0179 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.928 | 0.0215 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.9233 | 0.0182 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9185 | 0.012 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9137 | 0.0195 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.909 | 0.0283 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.909 | 0.0283 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.9042 | 0.0375 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.8899 | 0.033 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.8899 | 0.033 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9174 | 0.0239 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0159 | 0.0072 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8626 | 0.0501 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.8463 | 0.0529 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.8545 | 0.0649 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.8544 | 0.0517 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.8362 | 0.06 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.8271 | 0.0587 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.8179 | 0.0479 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.8088 | 0.0648 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.7998 | 0.0821 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.7998 | 0.0821 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.7907 | 0.0998 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.7633 | 0.0949 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.7633 | 0.0949 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.8173 | 0.0696 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.032 | 0.018 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0052 | 0.0019 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.0059 | 0.0021 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.0055 | 0.0025 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.0055 | 0.002 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.0062 | 0.0023 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.0066 | 0.0023 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.0069 | 0.0019 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.0072 | 0.0025 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.0076 | 0.0032 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.0076 | 0.0032 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.0079 | 0.0039 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.009 | 0.0037 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.009 | 0.0037 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.0069 | 0.0027 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0012 | 0.0007 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9354 | 0.0258 | 0:00:02.956199 | 0:00:00.110008 | 0:00:03.066208 |\n", "| 3 | 0.9352 | 0.0205 | 0:00:03.102605 | 0:00:00.115988 | 0:00:03.218592 |\n", "| 5 | 0.9304 | 0.0197 | 0:00:03.328204 | 0:00:00.124993 | 0:00:03.453197 |\n", "| 7 | 0.9304 | 0.0193 | 0:00:03.627602 | 0:00:00.127612 | 0:00:03.755213 |\n", "| 9 | 0.925 | 0.0232 | 0:00:03.666594 | 0:00:00.120800 | 0:00:03.787394 |\n", "| 11 | 0.92 | 0.0196 | 0:00:03.581806 | 0:00:00.119992 | 0:00:03.701798 |\n", "| 13 | 0.9149 | 0.0131 | 0:00:03.660013 | 0:00:00.125007 | 0:00:03.785020 |\n", "| 15 | 0.9095 | 0.0216 | 0:00:03.745181 | 0:00:00.124793 | 0:00:03.869975 |\n", "| 17 | 0.904 | 0.0318 | 0:00:03.818220 | 0:00:00.133995 | 0:00:03.952215 |\n", "| 19 | 0.904 | 0.0318 | 0:00:03.925993 | 0:00:00.142194 | 0:00:04.068187 |\n", "| 21 | 0.8983 | 0.0428 | 0:00:03.961807 | 0:00:00.128807 | 0:00:04.090614 |\n", "| 23 | 0.8825 | 0.0378 | 0:00:03.837189 | 0:00:00.130406 | 0:00:03.967595 |\n", "| 25 | 0.8825 | 0.0378 | 0:00:03.970601 | 0:00:00.153594 | 0:00:04.124195 |\n", "| Average | 0.9132 | 0.0265 | 0:00:03.629386 | 0:00:00.127553 | 0:00:03.756939 |\n", "| Std Dev. | 0.0176 | 0.0087 | 0.3079879521 | 0.0107727916 | 0.3165101433 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'kr-vs-k-zero_vs_eight'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9966 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.9932 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.9932 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.9932 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.9932 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.9897 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.9863 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.9863 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.9795 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.9795 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.9795 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.9897 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.0067 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9983 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9983 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.9965 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.9965 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.9965 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.9965 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.9948 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.9931 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.9931 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.4897 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.4897 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.4897 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.8794 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.2135 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9966 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.9932 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.9932 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.9932 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.9932 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.9897 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.9863 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.9863 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.9795 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.9795 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.9795 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.9897 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.0067 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9167 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9167 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.8333 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.8333 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.8333 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.8333 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.75 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.6667 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.6667 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.5 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.5 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.5 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.75 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.1634 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9966 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.9932 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.9932 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.9932 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.9932 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.9897 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.9863 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.9863 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.9795 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.9795 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.9795 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.9897 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.0067 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9537 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9537 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.8983 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.8983 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.8983 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.8983 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.8307 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.7465 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.7465 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.4948 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.4948 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.4948 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.793 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.1779 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9966 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.9932 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.9932 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.9932 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.9932 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.9897 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.9863 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.9863 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.9795 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.9795 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.9795 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.9897 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.0067 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9167 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9167 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.8333 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.8333 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.8333 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.8333 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.75 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.6667 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.6667 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.5 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.5 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.5 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.75 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.1634 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8368 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.8368 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.6735 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.6735 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.6735 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.6735 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.5103 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.347 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.347 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.0205 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.0205 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.0205 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.5103 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.3201 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0034 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 0.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.0034 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.0068 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.0068 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.0068 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.0068 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.0103 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.0137 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.0137 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.0205 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.0205 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.0205 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.0103 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.0067 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9129 | 0:00:01.188034 | 0:00:00.052003 | 0:00:01.188034 |\n", "| 3 | 1.0 | 0:00:01.268977 | 0:00:00.057027 | 0:00:01.268977 |\n", "| 5 | 0.9129 | 0:00:01.339972 | 0:00:00.056001 | 0:00:01.339972 |\n", "| 7 | 0.8165 | 0:00:01.478000 | 0:00:00.059998 | 0:00:01.478000 |\n", "| 9 | 0.8165 | 0:00:01.527999 | 0:00:00.060002 | 0:00:01.527999 |\n", "| 11 | 0.8165 | 0:00:01.542998 | 0:00:00.063000 | 0:00:01.542998 |\n", "| 13 | 0.8165 | 0:00:01.566036 | 0:00:00.059965 | 0:00:01.566036 |\n", "| 15 | 0.7071 | 0:00:01.640001 | 0:00:00.062999 | 0:00:01.640001 |\n", "| 17 | 0.5774 | 0:00:01.724000 | 0:00:00.114001 | 0:00:01.724000 |\n", "| 19 | 0.5774 | 0:00:01.755998 | 0:00:00.070003 | 0:00:01.755998 |\n", "| 21 | 0.0 | 0:00:02.259998 | 0:00:00.099002 | 0:00:02.259998 |\n", "| 23 | 0.0 | 0:00:02.326999 | 0:00:00.068998 | 0:00:02.326999 |\n", "| 25 | 0.0 | 0:00:01.783003 | 0:00:00.067997 | 0:00:01.783003 |\n", "| Average | 0.6118 | 0:00:01.646309 | 0:00:00.068538 | 0:00:00.857424 |\n", "| Std Dev. | 0.3545 | 0.32609880780661615 | 0.017189676088788276 | 0.8219843017040225 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9966 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9966 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.9897 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.9897 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.9897 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.9863 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.9829 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.9829 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.9795 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.9795 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.9795 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.9795 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.9868 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.0066 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9286 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9286 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9286 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.8965 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.8965 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.9948 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.9931 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.9914 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.9914 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.4897 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.4897 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.4897 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.4897 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.8083 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.215 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9966 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9966 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.9897 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.9897 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.9897 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.9863 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.9829 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.9829 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.9795 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.9795 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.9795 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.9795 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.9868 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.0066 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9983 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9983 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9983 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.8316 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.8316 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.75 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.6667 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.5833 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.5833 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.5 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.5 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.5 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.5 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.7109 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.1943 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9966 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9966 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.9897 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.9897 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.9897 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.9863 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.9829 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.9829 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.9795 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.9795 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.9795 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.9795 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.9868 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.0066 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9607 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9607 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9607 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.861 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.861 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.8307 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.7465 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.6385 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.6385 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.4948 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.4948 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.4948 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.4948 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.726 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.1844 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9966 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9966 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.9897 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.9897 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.9897 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.9863 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.9829 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.9829 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.9795 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.9795 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.9795 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.9795 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.9868 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.0066 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9983 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9983 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9983 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.8316 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.8316 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.75 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.6667 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.5833 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.5833 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.5 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.5 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.5 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.5 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.7109 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.1943 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8571 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.8571 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.8571 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.5402 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.5402 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.5103 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.347 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.1838 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.1838 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.0205 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.0205 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.0205 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.0205 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.3815 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.3218 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0034 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.0034 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.0034 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.0103 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.0103 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.0103 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.0137 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.0171 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.0171 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.0205 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.0205 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.0205 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.0205 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.0132 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.0066 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9983 | 0:00:01.254998 | 0:00:00.058001 | 0:00:01.254998 |\n", "| 3 | 0.9983 | 0:00:01.442000 | 0:00:00.064000 | 0:00:01.442000 |\n", "| 5 | 0.9983 | 0:00:01.455002 | 0:00:00.062004 | 0:00:01.455002 |\n", "| 7 | 0.8151 | 0:00:01.520994 | 0:00:00.072000 | 0:00:01.520994 |\n", "| 9 | 0.8151 | 0:00:01.666003 | 0:00:00.064997 | 0:00:01.666003 |\n", "| 11 | 0.7071 | 0:00:01.928002 | 0:00:00.075998 | 0:00:01.928002 |\n", "| 13 | 0.5774 | 0:00:01.973005 | 0:00:00.083998 | 0:00:01.973005 |\n", "| 15 | 0.4082 | 0:00:01.731998 | 0:00:00.065999 | 0:00:01.731998 |\n", "| 17 | 0.4082 | 0:00:01.789001 | 0:00:00.076000 | 0:00:01.789001 |\n", "| 19 | 0.0 | 0:00:02.024001 | 0:00:00.099000 | 0:00:02.024001 |\n", "| 21 | 0.0 | 0:00:01.897997 | 0:00:00.070001 | 0:00:01.897997 |\n", "| 23 | 0.0 | 0:00:01.960002 | 0:00:00.071999 | 0:00:01.960002 |\n", "| 25 | 0.0 | 0:00:01.871998 | 0:00:00.075001 | 0:00:01.871998 |\n", "| Average | 0.5174 | 0:00:01.731923 | 0:00:00.072230 | 0:00:00.902077 |\n", "| Std Dev. | 0.3927 | 0.23556657047976828 | 0.010236413644834646 | 0.8464297227034372 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9932 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9966 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.9932 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.9932 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.9897 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.9897 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.9897 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.9863 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.9863 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.9863 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.9829 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.9829 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.9829 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.9887 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.0043 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9965 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9983 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.9965 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.9965 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.9948 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.9948 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.9948 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.9931 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.9931 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.9931 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.4914 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.4914 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.4914 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.8789 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.2122 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9932 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9966 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.9932 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.9932 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.9897 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.9897 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.9897 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.9863 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.9863 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.9863 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.9829 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.9829 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.9829 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.9887 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.0043 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.8 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.8 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.8 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.7 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.7 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.7 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.6 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.6 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.6 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.5 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.5 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.5 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.6692 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.1264 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9932 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9966 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.9932 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.9932 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.9897 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.9897 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.9897 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.9863 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.9863 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.9863 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.9829 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.9829 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.9829 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.9887 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.0043 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.8733 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9436 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.8733 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.8733 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.7831 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.7831 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.7831 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.6632 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.6632 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.6632 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.4957 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.4957 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.4957 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.7223 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.1501 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9932 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9966 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.9932 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.9932 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.9897 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.9897 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.9897 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.9863 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.9863 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.9863 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.9829 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.9829 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.9829 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.9887 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.0043 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.8 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.9 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.8 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.8 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.7 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.7 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.7 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.6 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.6 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.6 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.5 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.5 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.5 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.6692 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.1264 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.6068 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.8034 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.6068 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.6068 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.4103 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.4103 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.4103 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.2137 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.2137 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.2137 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.0171 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.0171 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.0171 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.3498 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.2485 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0068 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.0034 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.0068 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.0068 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.0103 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.0103 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.0103 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.0137 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.0137 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.0137 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.0171 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.0171 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.0171 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.0113 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.0043 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.7746 | 0:00:01.308999 | 0:00:00.059001 | 0:00:01.308999 |\n", "| 3 | 0.8944 | 0:00:01.423000 | 0:00:00.078002 | 0:00:01.423000 |\n", "| 5 | 0.7746 | 0:00:01.769999 | 0:00:00.071999 | 0:00:01.769999 |\n", "| 7 | 0.7746 | 0:00:02.153126 | 0:00:00.096875 | 0:00:02.153126 |\n", "| 9 | 0.6325 | 0:00:02.102999 | 0:00:00.069999 | 0:00:02.102999 |\n", "| 11 | 0.6325 | 0:00:02.919312 | 0:00:00.098002 | 0:00:02.919312 |\n", "| 13 | 0.6325 | 0:00:02.329001 | 0:00:00.081000 | 0:00:02.329001 |\n", "| 15 | 0.4472 | 0:00:02.200002 | 0:00:00.105999 | 0:00:02.200002 |\n", "| 17 | 0.4472 | 0:00:02.107996 | 0:00:00.069002 | 0:00:02.107996 |\n", "| 19 | 0.4472 | 0:00:02.164999 | 0:00:00.166000 | 0:00:02.164999 |\n", "| 21 | 0.0 | 0:00:02.335002 | 0:00:00.074996 | 0:00:02.335002 |\n", "| 23 | 0.0 | 0:00:01.960001 | 0:00:00.079000 | 0:00:01.960001 |\n", "| 25 | 0.0 | 0:00:01.801034 | 0:00:00.064967 | 0:00:01.801034 |\n", "| Average | 0.4967 | 0:00:02.044267 | 0:00:00.085757 | 0:00:01.065012 |\n", "| Std Dev. | 0.3029 | 0.3978378158754845 | 0.02665001367384847 | 1.019035256580862 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9966 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.9932 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.9897 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.9932 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.9932 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.9932 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.9932 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.9897 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.9863 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.9829 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.9829 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.9829 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.9903 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.0048 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9983 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9983 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.8983 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.8715 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.9965 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.9965 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.9965 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.9965 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.9948 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.9931 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.4914 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.4914 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.4914 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.8627 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.2071 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9966 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.9932 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.9897 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.9932 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.9932 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.9932 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.9932 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.9897 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.9863 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.9829 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.9829 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.9829 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.9903 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.0048 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.8983 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.7983 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.8 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.8 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.8 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.8 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.7 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.6 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.5 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.5 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.5 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.7305 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.1485 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9966 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.9932 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.9897 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.9932 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.9932 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.9932 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.9932 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.9897 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.9863 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.9829 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.9829 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.9829 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.9903 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.0048 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9436 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9436 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.8983 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.8307 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.8733 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.8733 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.8733 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.8733 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.7831 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.6632 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.4957 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.4957 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.4957 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.7725 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.1665 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9966 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9966 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.9932 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.9897 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.9932 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.9932 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.9932 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.9932 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.9897 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.9863 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.9829 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.9829 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.9829 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.9903 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.0048 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.9 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.8983 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.7983 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.8 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.8 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.8 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.8 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.7 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.6 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.5 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.5 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.5 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.7305 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.1485 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8034 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.8034 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.6434 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.4568 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.6068 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.6068 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.6068 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.6068 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.4103 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.2137 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.0171 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.0171 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.0171 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.4469 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.2781 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0034 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.0034 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.0068 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.0103 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.0068 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.0068 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.0068 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.0068 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.0103 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.0137 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.0171 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.0171 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.0171 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.0097 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.0048 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8944 | 0:00:01.779000 | 0:00:00.098000 | 0:00:01.779000 |\n", "| 3 | 0.8944 | 0:00:01.617000 | 0:00:00.063001 | 0:00:01.617000 |\n", "| 5 | 0.8929 | 0:00:02.057000 | 0:00:00.066998 | 0:00:02.057000 |\n", "| 7 | 0.7732 | 0:00:01.938002 | 0:00:00.069998 | 0:00:01.938002 |\n", "| 9 | 0.7746 | 0:00:01.765002 | 0:00:00.074003 | 0:00:01.765002 |\n", "| 11 | 0.7746 | 0:00:02.375000 | 0:00:00.094996 | 0:00:02.375000 |\n", "| 13 | 0.7746 | 0:00:01.943001 | 0:00:00.071002 | 0:00:01.943001 |\n", "| 15 | 0.7746 | 0:00:01.819001 | 0:00:00.068997 | 0:00:01.819001 |\n", "| 17 | 0.6325 | 0:00:01.768000 | 0:00:00.067003 | 0:00:01.768000 |\n", "| 19 | 0.4472 | 0:00:01.759997 | 0:00:00.067999 | 0:00:01.759997 |\n", "| 21 | 0.0 | 0:00:02.010001 | 0:00:00.074000 | 0:00:02.010001 |\n", "| 23 | 0.0 | 0:00:01.905175 | 0:00:00.071000 | 0:00:01.905175 |\n", "| 25 | 0.0 | 0:00:01.961001 | 0:00:00.074999 | 0:00:01.961001 |\n", "| Average | 0.5872 | 0:00:01.899783 | 0:00:00.074000 | 0:00:00.986891 |\n", "| Std Dev. | 0.3412 | 0.18101304904668802 | 0.010121760086786363 | 0.9218489716624846 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9966 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.9932 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.9932 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.9897 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.9863 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.9863 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.9863 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.9829 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.9829 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.9829 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.9908 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.0065 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9983 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.9965 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.9965 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.9948 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.9931 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.9931 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.9931 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.4914 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.4914 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.4914 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.88 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.2128 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9966 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.9932 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.9932 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.9897 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.9863 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.9863 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.9863 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.9829 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.9829 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.9829 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.9908 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.0065 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.8 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.8 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.7 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.6 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.6 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.6 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.5 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.5 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.5 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.7308 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.1897 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9966 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.9932 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.9932 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.9897 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.9863 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.9863 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.9863 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.9829 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.9829 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.9829 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.9908 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.0065 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9436 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.8733 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.8733 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.7831 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.6632 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.6632 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.6632 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.4957 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.4957 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.4957 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.7654 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.1901 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9966 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.9932 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.9932 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.9897 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.9863 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.9863 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.9863 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.9829 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.9829 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.9829 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.9908 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.0065 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.9 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.8 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.8 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.7 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.6 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.6 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.6 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.5 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.5 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.5 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.7308 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.1897 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.8034 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.6068 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.6068 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.4103 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.2137 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.2137 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.2137 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.0171 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.0171 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.0171 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.4708 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.3729 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 0.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 0.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.0034 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.0068 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.0068 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.0103 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.0137 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.0137 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.0137 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.0171 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.0171 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.0171 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.0092 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.0065 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:01.460867 | 0:00:00.070000 | 0:00:01.460867 |\n", "| 3 | 1.0 | 0:00:02.526580 | 0:00:00.083000 | 0:00:02.526580 |\n", "| 5 | 1.0 | 0:00:01.680776 | 0:00:00.100001 | 0:00:01.680776 |\n", "| 7 | 0.8944 | 0:00:02.041920 | 0:00:00.109002 | 0:00:02.041920 |\n", "| 9 | 0.7746 | 0:00:01.996850 | 0:00:00.075998 | 0:00:01.996850 |\n", "| 11 | 0.7746 | 0:00:02.304047 | 0:00:00.117519 | 0:00:02.304047 |\n", "| 13 | 0.6325 | 0:00:02.721552 | 0:00:00.099005 | 0:00:02.721552 |\n", "| 15 | 0.4472 | 0:00:02.363992 | 0:00:00.092000 | 0:00:02.363992 |\n", "| 17 | 0.4472 | 0:00:01.956999 | 0:00:00.073003 | 0:00:01.956999 |\n", "| 19 | 0.4472 | 0:00:01.851999 | 0:00:00.085999 | 0:00:01.851999 |\n", "| 21 | 0.0 | 0:00:02.116003 | 0:00:00.113000 | 0:00:02.116003 |\n", "| 23 | 0.0 | 0:00:02.009998 | 0:00:00.072006 | 0:00:02.009998 |\n", "| 25 | 0.0 | 0:00:01.937996 | 0:00:00.080997 | 0:00:01.937996 |\n", "| Average | 0.5706 | 0:00:02.074583 | 0:00:00.090118 | 0:00:01.082350 |\n", "| Std Dev. | 0.3687 | 0.32652419205596517 | 0.015657757285887548 | 1.0188018847546134 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9966 | 0.0022 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9979 | 0.0017 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9959 | 0.0026 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.9925 | 0.0026 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.9918 | 0.0017 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.9918 | 0.0017 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.9904 | 0.0026 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.9877 | 0.0035 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.9863 | 0.0022 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.9849 | 0.0027 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.9815 | 0.0017 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.9815 | 0.0017 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.9815 | 0.0017 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.9893 | 0.0022 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.0056 | 0.0006 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9843 | 0.0279 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.985 | 0.0282 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9643 | 0.0427 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.9519 | 0.056 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.9762 | 0.0398 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.9958 | 0.0008 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.9952 | 0.0013 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.9938 | 0.0017 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.9931 | 0.0011 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.8924 | 0.2014 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.4908 | 0.0008 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.4908 | 0.0008 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.4908 | 0.0008 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.8619 | 0.031 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.205 | 0.0527 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9966 | 0.0022 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9979 | 0.0017 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9959 | 0.0026 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.9925 | 0.0026 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.9918 | 0.0017 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.9918 | 0.0017 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.9904 | 0.0026 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.9877 | 0.0035 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.9863 | 0.0022 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.9849 | 0.0027 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.9815 | 0.0017 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.9815 | 0.0017 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.9815 | 0.0017 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.9893 | 0.0022 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.0056 | 0.0006 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.923 | 0.0739 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9597 | 0.0487 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9226 | 0.074 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.8326 | 0.0368 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.793 | 0.0487 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.7767 | 0.0467 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.74 | 0.0646 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.6667 | 0.0901 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.63 | 0.0452 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.5933 | 0.0533 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.5 | 0.0 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.5 | 0.0 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.7183 | 0.0448 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.1602 | 0.0282 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9966 | 0.0022 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9979 | 0.0017 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9959 | 0.0026 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.9925 | 0.0026 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.9918 | 0.0017 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.9918 | 0.0017 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.9904 | 0.0026 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.9877 | 0.0035 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.9863 | 0.0022 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.9849 | 0.0027 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.9815 | 0.0017 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.9815 | 0.0017 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.9815 | 0.0017 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.9893 | 0.0022 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.0056 | 0.0006 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9462 | 0.0412 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9696 | 0.0256 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9372 | 0.0455 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.8814 | 0.0379 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.8578 | 0.0393 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.8517 | 0.0406 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.8169 | 0.0584 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.7338 | 0.0979 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.6989 | 0.0558 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.6462 | 0.0823 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.4953 | 0.0004 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.4953 | 0.0004 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.4953 | 0.0004 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.7558 | 0.0404 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.1694 | 0.0286 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9966 | 0.0022 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9979 | 0.0017 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9959 | 0.0026 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.9925 | 0.0026 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.9918 | 0.0017 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.9918 | 0.0017 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.9904 | 0.0026 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.9877 | 0.0035 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.9863 | 0.0022 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.9849 | 0.0027 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.9815 | 0.0017 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.9815 | 0.0017 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.9815 | 0.0017 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.9893 | 0.0022 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.0056 | 0.0006 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.923 | 0.0739 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9597 | 0.0487 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9226 | 0.074 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.8326 | 0.0368 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.793 | 0.0487 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.7767 | 0.0467 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.74 | 0.0646 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.6667 | 0.0901 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.63 | 0.0452 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.5933 | 0.0533 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.5 | 0.0 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.5 | 0.0 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.7183 | 0.0448 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.1602 | 0.0282 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8208 | 0.1263 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.8928 | 0.0897 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.7888 | 0.1455 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.6162 | 0.118 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.5675 | 0.0892 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.5616 | 0.0918 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.4896 | 0.1269 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.3457 | 0.1768 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.2737 | 0.0887 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.2017 | 0.1043 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.0185 | 0.0017 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.0185 | 0.0017 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.0185 | 0.0017 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.4318 | 0.0894 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.2989 | 0.0538 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0034 | 0.0022 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.0021 | 0.0017 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.0041 | 0.0026 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.0075 | 0.0026 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.0082 | 0.0017 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.0082 | 0.0017 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.0096 | 0.0026 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.0123 | 0.0035 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.0137 | 0.0022 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.0151 | 0.0027 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.0185 | 0.0017 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.0185 | 0.0017 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.0185 | 0.0017 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.0107 | 0.0022 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.0056 | 0.0006 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.916 | 0.0828 | 0:00:01.398380 | 0:00:00.067401 | 0:00:01.465780 |\n", "| 3 | 0.9574 | 0.0514 | 0:00:01.655512 | 0:00:00.069006 | 0:00:01.724518 |\n", "| 5 | 0.9157 | 0.0829 | 0:00:01.660550 | 0:00:00.071400 | 0:00:01.731950 |\n", "| 7 | 0.8148 | 0.044 | 0:00:01.826409 | 0:00:00.081575 | 0:00:01.907983 |\n", "| 9 | 0.7626 | 0.0677 | 0:00:01.811771 | 0:00:00.069000 | 0:00:01.880770 |\n", "| 11 | 0.7411 | 0.0646 | 0:00:02.213872 | 0:00:00.089903 | 0:00:02.303775 |\n", "| 13 | 0.6867 | 0.0921 | 0:00:02.106519 | 0:00:00.078994 | 0:00:02.185513 |\n", "| 15 | 0.5569 | 0.1524 | 0:00:01.950999 | 0:00:00.079199 | 0:00:02.030198 |\n", "| 17 | 0.5025 | 0.0866 | 0:00:01.869199 | 0:00:00.079802 | 0:00:01.949001 |\n", "| 19 | 0.3838 | 0.1984 | 0:00:01.911399 | 0:00:00.097800 | 0:00:02.009199 |\n", "| 21 | 0.0 | 0.0 | 0:00:02.123800 | 0:00:00.086200 | 0:00:02.210000 |\n", "| 23 | 0.0 | 0.0 | 0:00:02.032435 | 0:00:00.072600 | 0:00:02.105035 |\n", "| 25 | 0.0 | 0.0 | 0:00:01.871006 | 0:00:00.072792 | 0:00:01.943799 |\n", "| Average | 0.5567 | 0.071 | 0:00:01.879373 | 0:00:00.078129 | 0:00:01.957502 |\n", "| Std Dev. | 0.3443 | 0.0555 | 0.212985114 | 0.0087410248 | 0.2185473345 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'lymphography-normal-fibrosis'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.9333 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.9333 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.9333 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.9333 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.9333 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.9333 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.9333 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.9333 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.9333 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.9333 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.9333 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.9333 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.9333 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7321 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.4667 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.4667 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.4667 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.4667 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.4667 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.4667 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.4667 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.4667 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.4667 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.4667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.4667 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.4667 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.4871 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0707 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.9333 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.9333 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.9333 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.9333 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.9333 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.9333 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.9333 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.9333 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.9333 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.9333 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.9333 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.9333 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.9333 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7321 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.5 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.5 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.5 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.5 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.5 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.5 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.5 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.5 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.5 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.5 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.5 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.5 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.5179 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0619 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.9333 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.9333 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.9333 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.9333 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.9333 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.9333 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.9333 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.9333 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.9333 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.9333 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.9333 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.9333 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.9333 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7321 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.4828 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.4828 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.4828 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.4828 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.4828 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.4828 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.4828 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.4828 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.4828 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.4828 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.4828 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.4828 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.5019 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0665 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.9333 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.9333 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.9333 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.9333 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.9333 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.9333 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.9333 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.9333 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.9333 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.9333 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.9333 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.9333 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.9333 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7321 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.5 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.5 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.5 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.5 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.5 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.5 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.5 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.5 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.5 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.5 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.5 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.5 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.5179 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0619 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.2833 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.0667 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.0667 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.0667 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.0667 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.0667 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.0667 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.0667 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.0667 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.0667 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.0667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.0667 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.0667 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.0833 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0577 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0667 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.0667 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.0667 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.0667 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.0667 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.0667 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.0667 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.0667 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.0667 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.0667 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.0667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.0667 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.0667 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.0667 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.0 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6944 | 0:00:00.028001 | 0:00:00.006999 | 0:00:00.028001 |\n", "| 3 | 0.0 | 0:00:00.026999 | 0:00:00.007000 | 0:00:00.026999 |\n", "| 5 | 0.0 | 0:00:00.025001 | 0:00:00.007000 | 0:00:00.025001 |\n", "| 7 | 0.0 | 0:00:00.027998 | 0:00:00.009000 | 0:00:00.027998 |\n", "| 9 | 0.0 | 0:00:00.029001 | 0:00:00.006998 | 0:00:00.029001 |\n", "| 11 | 0.0 | 0:00:00.036002 | 0:00:00.008000 | 0:00:00.036002 |\n", "| 13 | 0.0 | 0:00:00.026999 | 0:00:00.008001 | 0:00:00.026999 |\n", "| 15 | 0.0 | 0:00:00.026999 | 0:00:00.008000 | 0:00:00.026999 |\n", "| 17 | 0.0 | 0:00:00.027001 | 0:00:00.007001 | 0:00:00.027001 |\n", "| 19 | 0.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 21 | 0.0 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 23 | 0.0 | 0:00:00.026001 | 0:00:00.009000 | 0:00:00.026001 |\n", "| 25 | 0.0 | 0:00:00.027003 | 0:00:00.006999 | 0:00:00.027003 |\n", "| Average | 0.0534 | 0:00:00.027770 | 0:00:00.007538 | 0:00:00.017654 |\n", "| Std Dev. | 0.185 | 0.002546956245085492 | 0.0007459077360132303 | 0.010288213400943678 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.9667 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.9667 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.9667 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.9667 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.9667 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.9667 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.9667 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.9667 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.9667 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.9667 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.9692 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.0089 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.4833 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.4833 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.4833 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.4833 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.4833 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.4833 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.4833 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.4833 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.4833 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.4833 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.4833 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.4833 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.5231 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.1377 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.9667 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.9667 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.9667 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.9667 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.9667 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.9667 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.9667 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.9667 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.9667 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.9667 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.9692 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.0089 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.5 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.5 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.5 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.5 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.5 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.5 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.5 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.5 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.5 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.5 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.5 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.5 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.5385 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.1332 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.9667 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.9667 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.9667 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.9667 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.9667 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.9667 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.9667 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.9667 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.9667 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.9667 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.9692 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.0089 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.4915 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.4915 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.4915 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.4915 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.4915 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.4915 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.4915 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.4915 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.4915 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.4915 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.4915 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.4915 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.5306 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.1355 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.9667 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.9667 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.9667 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.9667 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.9667 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.9667 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.9667 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.9667 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.9667 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.9667 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.9667 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.9692 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.0089 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.5 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.5 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.5 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.5 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.5 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.5 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.5 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.5 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.5 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.5 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.5 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.5 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.5385 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.1332 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.0333 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.0333 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.0333 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.0333 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.0333 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.0333 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.0333 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.0333 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.0333 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.0333 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.0333 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.0333 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.1077 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.2576 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.0333 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.0333 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.0333 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.0333 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.0333 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.0333 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.0333 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.0333 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.0333 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.0333 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.0333 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.0333 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.0308 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.0089 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026996 | 0:00:00.007003 | 0:00:00.026996 |\n", "| 3 | 0.0 | 0:00:00.025998 | 0:00:00.007002 | 0:00:00.025998 |\n", "| 5 | 0.0 | 0:00:00.033998 | 0:00:00.008000 | 0:00:00.033998 |\n", "| 7 | 0.0 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 9 | 0.0 | 0:00:00.026000 | 0:00:00.007000 | 0:00:00.026000 |\n", "| 11 | 0.0 | 0:00:00.030999 | 0:00:00.007999 | 0:00:00.030999 |\n", "| 13 | 0.0 | 0:00:00.026002 | 0:00:00.006997 | 0:00:00.026002 |\n", "| 15 | 0.0 | 0:00:00.028000 | 0:00:00.007001 | 0:00:00.028000 |\n", "| 17 | 0.0 | 0:00:00.025999 | 0:00:00.007001 | 0:00:00.025999 |\n", "| 19 | 0.0 | 0:00:00.033001 | 0:00:00.007998 | 0:00:00.033001 |\n", "| 21 | 0.0 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.027000 |\n", "| 23 | 0.0 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 25 | 0.0 | 0:00:00.027002 | 0:00:00.006999 | 0:00:00.027002 |\n", "| Average | 0.0769 | 0:00:00.028154 | 0:00:00.007231 | 0:00:00.017692 |\n", "| Std Dev. | 0.2665 | 0.0026265561728260433 | 0.00042079111726788323 | 0.010629090136672684 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9667 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.9667 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.9667 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.9667 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.9667 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.9667 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.9667 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.9667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.9795 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.0162 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4833 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.4833 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.4833 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.4833 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.4833 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.4833 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.4833 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.4833 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.6821 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.2514 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9667 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.9667 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.9667 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.9667 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.9667 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.9667 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.9667 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.9667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.9795 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.0162 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.5 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.5 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.5 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.5 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.5 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.5 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.5 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.6923 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.2433 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9667 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.9667 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.9667 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.9667 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.9667 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.9667 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.9667 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.9667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.9795 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.0162 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4915 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.4915 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.4915 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.4915 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.4915 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.4915 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.4915 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.4915 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.6871 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.2474 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9667 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.9667 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.9667 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.9667 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.9667 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.9667 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.9667 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.9667 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.9795 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.0162 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.5 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.5 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.5 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.5 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.5 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.5 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.5 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.6923 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.2433 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0333 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.0333 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.0333 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.0333 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.0333 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.0333 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.0333 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.0333 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.4051 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.4703 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0333 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 0.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.0333 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.0333 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.0333 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.0333 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.0333 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.0333 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.0333 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 0.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 0.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 0.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 0.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.0205 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.0162 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.028999 | 0:00:00.010001 | 0:00:00.028999 |\n", "| 3 | 1.0 | 0:00:00.031999 | 0:00:00.006999 | 0:00:00.031999 |\n", "| 5 | 0.0 | 0:00:00.027002 | 0:00:00.007001 | 0:00:00.027002 |\n", "| 7 | 0.0 | 0:00:00.026998 | 0:00:00.007002 | 0:00:00.026998 |\n", "| 9 | 0.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| 11 | 0.0 | 0:00:00.027002 | 0:00:00.006001 | 0:00:00.027002 |\n", "| 13 | 0.0 | 0:00:00.026999 | 0:00:00.007999 | 0:00:00.026999 |\n", "| 15 | 0.0 | 0:00:00.027000 | 0:00:00.007001 | 0:00:00.027000 |\n", "| 17 | 0.0 | 0:00:00.027001 | 0:00:00.007000 | 0:00:00.027001 |\n", "| 19 | 1.0 | 0:00:00.027001 | 0:00:00.005998 | 0:00:00.027001 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.008002 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.026999 | 0:00:00.006999 | 0:00:00.026999 |\n", "| 25 | 1.0 | 0:00:00.026998 | 0:00:00.007000 | 0:00:00.026998 |\n", "| Average | 0.3846 | 0:00:00.027461 | 0:00:00.007231 | 0:00:00.017346 |\n", "| Std Dev. | 0.4865 | 0.0014470515298731798 | 0.0009734578053342695 | 0.010189933978471242 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.9655 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.9655 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.9655 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.9655 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.9655 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.9841 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.0172 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4828 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.4828 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.4828 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.4828 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.4828 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.4828 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.7613 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.2579 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.9655 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.9655 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.9655 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.9655 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.9655 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.9841 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.0172 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.5 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.5 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.5 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.5 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.5 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.7692 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.2493 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.9655 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.9655 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.9655 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.9655 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.9655 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.9841 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.0172 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4912 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.4912 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.4912 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.4912 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.4912 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.4912 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.7652 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.2536 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.9655 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.9655 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.9655 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.9655 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.9655 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.9841 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.0172 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.5 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.5 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.5 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.5 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.5 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.7692 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.2493 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0345 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.0345 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.0345 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.0345 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.0345 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.0345 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.5544 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.4813 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0345 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.0345 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.0345 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.0345 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.0345 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.0345 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 0.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 0.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 0.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 0.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 0.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 0.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 0.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.0159 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.0172 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 3 | 0.0 | 0:00:00.037001 | 0:00:00.006000 | 0:00:00.037001 |\n", "| 5 | 0.0 | 0:00:00.044001 | 0:00:00.006000 | 0:00:00.044001 |\n", "| 7 | 0.0 | 0:00:00.026001 | 0:00:00.005999 | 0:00:00.026001 |\n", "| 9 | 0.0 | 0:00:00.027999 | 0:00:00.007001 | 0:00:00.027999 |\n", "| 11 | 0.0 | 0:00:00.025997 | 0:00:00.007005 | 0:00:00.025997 |\n", "| 13 | 1.0 | 0:00:00.028997 | 0:00:00.006999 | 0:00:00.028997 |\n", "| 15 | 1.0 | 0:00:00.026001 | 0:00:00.006999 | 0:00:00.026001 |\n", "| 17 | 1.0 | 0:00:00.024998 | 0:00:00.007001 | 0:00:00.024998 |\n", "| 19 | 1.0 | 0:00:00.025999 | 0:00:00.007000 | 0:00:00.025999 |\n", "| 21 | 1.0 | 0:00:00.027000 | 0:00:00.012000 | 0:00:00.027000 |\n", "| 23 | 1.0 | 0:00:00.035001 | 0:00:00.007000 | 0:00:00.035001 |\n", "| 25 | 1.0 | 0:00:00.025998 | 0:00:00.007000 | 0:00:00.025998 |\n", "| Average | 0.5385 | 0:00:00.029230 | 0:00:00.007154 | 0:00:00.018192 |\n", "| Std Dev. | 0.4985 | 0.0055913619871364876 | 0.0014596456429047072 | 0.011770175858883155 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.9655 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.9655 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.9655 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.9655 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.9655 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.9655 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.9655 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.9655 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.9655 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.9682 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.0092 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.4828 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.4828 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.4828 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.4828 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.4828 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.4828 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.4828 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.4828 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.4828 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.4828 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.4828 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.4828 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.5225 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.1378 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.9655 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.9655 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.9655 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.9655 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.9655 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.9655 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.9655 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.9655 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.9655 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.9682 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.0092 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.5 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.5 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.5 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.5 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.5 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.5 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.5 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.5 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.5 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.5 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.5 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.5 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.5385 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.1332 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.9655 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.9655 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.9655 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.9655 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.9655 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.9655 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.9655 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.9655 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.9655 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.9682 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.0092 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.4912 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.4912 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.4912 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.4912 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.4912 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.4912 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.4912 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.4912 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.4912 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.4912 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.4912 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.4912 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.5304 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.1356 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.9655 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.9655 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.9655 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.9655 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.9655 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.9655 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.9655 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.9655 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.9655 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.9655 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.9655 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.9682 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.0092 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.5 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.5 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.5 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.5 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.5 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.5 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.5 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.5 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.5 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.5 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.5 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.5 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.5385 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.1332 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.0345 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.0345 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.0345 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.0345 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.0345 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.0345 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.0345 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.0345 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.0345 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.0345 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.0345 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.0345 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.1088 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.2573 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.0345 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.0345 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.0345 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.0345 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.0345 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.0345 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.0345 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.0345 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.0345 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.0345 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.0345 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.0345 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.0318 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.0092 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026002 | 0:00:00.006003 | 0:00:00.026002 |\n", "| 3 | 0.0 | 0:00:00.024997 | 0:00:00.007000 | 0:00:00.024997 |\n", "| 5 | 0.0 | 0:00:00.031997 | 0:00:00.006001 | 0:00:00.031997 |\n", "| 7 | 0.0 | 0:00:00.025000 | 0:00:00.006999 | 0:00:00.025000 |\n", "| 9 | 0.0 | 0:00:00.026004 | 0:00:00.007000 | 0:00:00.026004 |\n", "| 11 | 0.0 | 0:00:00.024997 | 0:00:00.007002 | 0:00:00.024997 |\n", "| 13 | 0.0 | 0:00:00.025998 | 0:00:00.007001 | 0:00:00.025998 |\n", "| 15 | 0.0 | 0:00:00.025999 | 0:00:00.007006 | 0:00:00.025999 |\n", "| 17 | 0.0 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| 19 | 0.0 | 0:00:00.025996 | 0:00:00.007000 | 0:00:00.025996 |\n", "| 21 | 0.0 | 0:00:00.026003 | 0:00:00.006999 | 0:00:00.026003 |\n", "| 23 | 0.0 | 0:00:00.025999 | 0:00:00.007003 | 0:00:00.025999 |\n", "| 25 | 0.0 | 0:00:00.025997 | 0:00:00.007001 | 0:00:00.025997 |\n", "| Average | 0.0769 | 0:00:00.026230 | 0:00:00.006847 | 0:00:00.016538 |\n", "| Std Dev. | 0.2665 | 0.001716282855049191 | 0.00036047498059696995 | 0.009770146032283673 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9731 | 0.025 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.9662 | 0.0211 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.9595 | 0.0131 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.9595 | 0.0131 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.9595 | 0.0131 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.9595 | 0.0131 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.9664 | 0.0211 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.9664 | 0.0211 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.9664 | 0.0211 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.9731 | 0.025 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.9731 | 0.025 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.9731 | 0.025 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.9731 | 0.025 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.9669 | 0.0201 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0056 | 0.005 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7396 | 0.2312 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.5831 | 0.2085 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.4798 | 0.0066 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.4798 | 0.0066 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.4798 | 0.0066 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.4798 | 0.0066 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.5832 | 0.2085 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.5832 | 0.2085 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.5832 | 0.2085 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.6866 | 0.256 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.6866 | 0.256 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.6866 | 0.256 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.6866 | 0.256 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.5952 | 0.1627 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0912 | 0.1058 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9731 | 0.025 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.9662 | 0.0211 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.9595 | 0.0131 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.9595 | 0.0131 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.9595 | 0.0131 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.9595 | 0.0131 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.9664 | 0.0211 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.9664 | 0.0211 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.9664 | 0.0211 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.9731 | 0.025 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.9731 | 0.025 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.9731 | 0.025 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.9731 | 0.025 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.9669 | 0.0201 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0056 | 0.005 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7464 | 0.2237 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.6 | 0.2 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.6 | 0.2 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.6 | 0.2 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.6 | 0.2 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.7 | 0.2449 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.7 | 0.2449 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.7 | 0.2449 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.7 | 0.2449 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.6113 | 0.1541 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0876 | 0.1042 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9731 | 0.025 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.9662 | 0.0211 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.9595 | 0.0131 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.9595 | 0.0131 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.9595 | 0.0131 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.9595 | 0.0131 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.9664 | 0.0211 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.9664 | 0.0211 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.9664 | 0.0211 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.9731 | 0.025 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.9731 | 0.025 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.9731 | 0.025 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.9731 | 0.025 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.9669 | 0.0201 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0056 | 0.005 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.743 | 0.2275 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.5913 | 0.2044 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.4897 | 0.0034 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.4897 | 0.0034 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.4897 | 0.0034 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.4897 | 0.0034 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.5914 | 0.2043 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.5914 | 0.2043 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.5914 | 0.2043 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.6931 | 0.2506 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.6931 | 0.2506 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.6931 | 0.2506 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.6931 | 0.2506 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.603 | 0.1585 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0894 | 0.105 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9731 | 0.025 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.9662 | 0.0211 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.9595 | 0.0131 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.9595 | 0.0131 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.9595 | 0.0131 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.9595 | 0.0131 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.9664 | 0.0211 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.9664 | 0.0211 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.9664 | 0.0211 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.9731 | 0.025 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.9731 | 0.025 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.9731 | 0.025 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.9731 | 0.025 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.9669 | 0.0201 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0056 | 0.005 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7464 | 0.2237 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.6 | 0.2 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.6 | 0.2 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.6 | 0.2 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.6 | 0.2 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.7 | 0.2449 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.7 | 0.2449 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.7 | 0.2449 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.7 | 0.2449 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.6113 | 0.1541 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0876 | 0.1042 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4702 | 0.442 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.2338 | 0.3833 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.0405 | 0.0131 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.0405 | 0.0131 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.0405 | 0.0131 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.0405 | 0.0131 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.2336 | 0.3834 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.2336 | 0.3834 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.2336 | 0.3834 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.4269 | 0.4681 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.4269 | 0.4681 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.4269 | 0.4681 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.4269 | 0.4681 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.2519 | 0.3 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.1642 | 0.1942 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0269 | 0.025 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.0338 | 0.0211 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.0405 | 0.0131 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.0405 | 0.0131 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.0405 | 0.0131 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.0405 | 0.0131 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.0336 | 0.0211 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.0336 | 0.0211 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.0336 | 0.0211 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.0269 | 0.025 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.0269 | 0.025 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.0269 | 0.025 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.0269 | 0.025 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.0331 | 0.0201 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.0056 | 0.005 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5389 | 0.4539 | 0:00:00.026999 | 0:00:00.007401 | 0:00:00.034401 |\n", "| 3 | 0.2 | 0.4 | 0:00:00.029399 | 0:00:00.006800 | 0:00:00.036199 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.032400 | 0:00:00.006800 | 0:00:00.039200 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.026599 | 0:00:00.007200 | 0:00:00.033799 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.027000 | 0:00:00.007000 | 0:00:00.034000 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.029000 | 0:00:00.007201 | 0:00:00.036201 |\n", "| 13 | 0.2 | 0.4 | 0:00:00.026999 | 0:00:00.007399 | 0:00:00.034398 |\n", "| 15 | 0.2 | 0.4 | 0:00:00.026800 | 0:00:00.007202 | 0:00:00.034002 |\n", "| 17 | 0.2 | 0.4 | 0:00:00.026199 | 0:00:00.007001 | 0:00:00.033200 |\n", "| 19 | 0.4 | 0.4899 | 0:00:00.027799 | 0:00:00.006999 | 0:00:00.034798 |\n", "| 21 | 0.4 | 0.4899 | 0:00:00.026801 | 0:00:00.008200 | 0:00:00.035001 |\n", "| 23 | 0.4 | 0.4899 | 0:00:00.028400 | 0:00:00.007401 | 0:00:00.035801 |\n", "| 25 | 0.4 | 0.4899 | 0:00:00.026600 | 0:00:00.007000 | 0:00:00.033600 |\n", "| Average | 0.2261 | 0.3087 | 0:00:00.027769 | 0:00:00.007200 | 0:00:00.034969 |\n", "| Std Dev. | 0.181 | 0.2088 | 0.001637728 | 0.0003509094 | 0.0015329803 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'page-blocks-1-3_vs_4'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.9789 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.9684 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.9474 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.9474 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.9474 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.9474 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.9474 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.9474 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.9474 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.9474 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.9474 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.9368 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.953 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0128 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.989 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.989 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.9837 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.9734 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.9734 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.9734 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.9734 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.9734 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.9734 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.9734 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.9734 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.9734 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.7231 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.9573 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0679 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.9789 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.9684 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.9474 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.9474 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.9474 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.9474 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.9474 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.9474 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.9474 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.9474 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.9474 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.9368 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.953 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0128 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.8333 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.75 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.5833 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.5833 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.5833 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.5833 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.5833 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.5833 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.5833 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.5833 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.5833 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.5777 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.6342 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0958 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.9789 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.9684 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.9474 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.9474 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.9474 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.9474 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.9474 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.9474 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.9474 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.9474 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.9474 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.9368 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.953 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0128 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8944 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.8944 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.825 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.6292 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.6292 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.6292 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.6292 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.6292 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.6292 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.6292 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.6292 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.6292 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.6085 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.6835 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.1042 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.9789 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.9684 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.9474 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.9474 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.9474 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.9474 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.9474 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.9474 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.9474 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.9474 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.9474 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.9368 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.953 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0128 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.8333 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.75 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.5833 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.5833 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.5833 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.5833 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.5833 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.5833 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.5833 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.5833 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.5833 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.5777 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.6342 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0958 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6877 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.6877 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.5316 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.2193 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.2193 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.2193 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.2193 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.2193 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.2193 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.2193 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.2193 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.2193 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.136 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.309 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.1837 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0211 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.0211 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.0316 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.0526 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.0526 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.0526 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.0526 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.0526 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.0526 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.0526 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.0526 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.0526 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.0632 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.047 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.0128 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8165 | 0:00:00.186001 | 0:00:00.020000 | 0:00:00.186001 |\n", "| 3 | 0.8165 | 0:00:00.171999 | 0:00:00.021001 | 0:00:00.171999 |\n", "| 5 | 0.7071 | 0:00:00.197001 | 0:00:00.020999 | 0:00:00.197001 |\n", "| 7 | 0.4082 | 0:00:00.177001 | 0:00:00.022000 | 0:00:00.177001 |\n", "| 9 | 0.4082 | 0:00:00.203000 | 0:00:00.024001 | 0:00:00.203000 |\n", "| 11 | 0.4082 | 0:00:00.215001 | 0:00:00.027997 | 0:00:00.215001 |\n", "| 13 | 0.4082 | 0:00:00.229001 | 0:00:00.030999 | 0:00:00.229001 |\n", "| 15 | 0.4082 | 0:00:00.215003 | 0:00:00.025002 | 0:00:00.215003 |\n", "| 17 | 0.4082 | 0:00:00.195997 | 0:00:00.024000 | 0:00:00.195997 |\n", "| 19 | 0.4082 | 0:00:00.189998 | 0:00:00.027004 | 0:00:00.189998 |\n", "| 21 | 0.4082 | 0:00:00.190998 | 0:00:00.024002 | 0:00:00.190998 |\n", "| 23 | 0.4082 | 0:00:00.190998 | 0:00:00.025997 | 0:00:00.190998 |\n", "| 25 | 0.4059 | 0:00:00.196000 | 0:00:00.025003 | 0:00:00.196000 |\n", "| Average | 0.4939 | 0:00:00.196769 | 0:00:00.024462 | 0:00:00.110615 |\n", "| Std Dev. | 0.1587 | 0.015131712333751495 | 0.0029768222184899996 | 0.08684093633195093 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.9789 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.9789 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.9684 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.9579 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.9579 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.9579 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.9579 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.9579 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.9579 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.9579 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.9579 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.9579 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.9636 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0089 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.989 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.989 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.989 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.9837 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.9785 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.9785 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.9785 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.9785 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.9785 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.9785 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.9785 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.9785 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.9785 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.9813 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0044 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.9789 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.9789 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.9684 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.9579 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.9579 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.9579 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.9579 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.9579 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.9579 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.9579 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.9579 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.9579 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.9636 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0089 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.8333 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.8333 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.75 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.6667 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.6667 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.6667 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.6667 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.6667 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.6667 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.6667 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.6667 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.6667 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.7115 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0702 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.9789 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.9789 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.9684 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.9579 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.9579 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.9579 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.9579 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.9579 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.9579 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.9579 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.9579 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.9579 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.9636 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0089 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8944 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.8944 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.8944 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.825 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.739 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.739 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.739 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.739 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.739 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.739 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.739 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.739 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.739 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.7815 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0659 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9789 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.9789 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.9789 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.9684 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.9579 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.9579 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.9579 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.9579 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.9579 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.9579 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.9579 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.9579 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.9579 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.9636 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0089 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.8333 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.8333 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.75 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.6667 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.6667 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.6667 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.6667 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.6667 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.6667 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.6667 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.6667 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.6667 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.7115 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0702 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6877 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.6877 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.6877 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.5316 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.3754 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.3754 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.3754 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.3754 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.3754 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.3754 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.3754 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.3754 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.3754 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.4595 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.1316 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0211 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.0211 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.0211 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.0316 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.0421 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.0421 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.0421 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.0421 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.0421 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.0421 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.0421 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.0421 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.0421 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.0364 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.0089 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8165 | 0:00:00.166003 | 0:00:00.021000 | 0:00:00.166003 |\n", "| 3 | 0.8165 | 0:00:00.164999 | 0:00:00.020998 | 0:00:00.164999 |\n", "| 5 | 0.8165 | 0:00:00.183001 | 0:00:00.021001 | 0:00:00.183001 |\n", "| 7 | 0.7071 | 0:00:00.168999 | 0:00:00.021999 | 0:00:00.168999 |\n", "| 9 | 0.5774 | 0:00:00.179000 | 0:00:00.022001 | 0:00:00.179000 |\n", "| 11 | 0.5774 | 0:00:00.173001 | 0:00:00.025002 | 0:00:00.173001 |\n", "| 13 | 0.5774 | 0:00:00.172001 | 0:00:00.022000 | 0:00:00.172001 |\n", "| 15 | 0.5774 | 0:00:00.169998 | 0:00:00.023000 | 0:00:00.169998 |\n", "| 17 | 0.5774 | 0:00:00.193001 | 0:00:00.021998 | 0:00:00.193001 |\n", "| 19 | 0.5774 | 0:00:00.191999 | 0:00:00.025000 | 0:00:00.191999 |\n", "| 21 | 0.5774 | 0:00:00.177000 | 0:00:00.023000 | 0:00:00.177000 |\n", "| 23 | 0.5774 | 0:00:00.191001 | 0:00:00.023002 | 0:00:00.191001 |\n", "| 25 | 0.5774 | 0:00:00.189001 | 0:00:00.023996 | 0:00:00.189001 |\n", "| Average | 0.6425 | 0:00:00.178385 | 0:00:00.022615 | 0:00:00.100500 |\n", "| Std Dev. | 0.1012 | 0.009825913769470306 | 0.0013324881994828087 | 0.07819984612010544 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9681 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9894 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.9681 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.9681 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.9681 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.9574 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.9468 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.9468 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.9574 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.9681 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.9681 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.9697 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.0166 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9286 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.9835 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.9835 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.9835 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.9783 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.9731 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.9731 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.9783 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.9835 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.9835 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.9679 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.0422 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9681 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9894 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.9681 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.9681 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.9681 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.9574 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.9468 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.9468 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.9574 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.9681 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.9681 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.9697 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.0166 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.983 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9943 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.75 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.75 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.75 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.6667 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.5833 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.5833 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.6667 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.75 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.75 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.7867 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.1496 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9681 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9894 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.9681 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.9681 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.9681 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.9574 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.9468 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.9468 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.9574 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.9681 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.9681 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.9697 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.0166 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8913 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9587 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.825 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.825 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.825 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.7389 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.629 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.629 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.7389 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.825 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.825 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.8239 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.1161 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9681 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9894 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.9681 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.9681 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.9681 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.9574 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.9468 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.9468 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.9574 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.9681 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.9681 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.9697 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.0166 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.983 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9943 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.75 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.75 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.75 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.6667 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.5833 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.5833 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.6667 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.75 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.75 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.7867 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.1496 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6667 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.8571 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.5319 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.5319 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.5319 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.3759 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.2199 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.2199 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.3759 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.5319 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.5319 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.5673 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.2464 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0319 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 0.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.0106 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 0.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.0319 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.0319 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.0319 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.0426 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.0532 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.0532 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.0426 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.0319 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.0319 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.0303 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.0166 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9828 | 0:00:00.175998 | 0:00:00.022002 | 0:00:00.175998 |\n", "| 3 | 1.0 | 0:00:00.162001 | 0:00:00.019999 | 0:00:00.162001 |\n", "| 5 | 0.9943 | 0:00:00.240999 | 0:00:00.034998 | 0:00:00.240999 |\n", "| 7 | 1.0 | 0:00:00.199002 | 0:00:00.025998 | 0:00:00.199002 |\n", "| 9 | 0.7071 | 0:00:00.180001 | 0:00:00.023999 | 0:00:00.180001 |\n", "| 11 | 0.7071 | 0:00:00.179004 | 0:00:00.021998 | 0:00:00.179004 |\n", "| 13 | 0.7071 | 0:00:00.187998 | 0:00:00.023000 | 0:00:00.187998 |\n", "| 15 | 0.5774 | 0:00:00.203003 | 0:00:00.042999 | 0:00:00.203003 |\n", "| 17 | 0.4082 | 0:00:00.421000 | 0:00:00.040000 | 0:00:00.421000 |\n", "| 19 | 0.4082 | 0:00:00.270998 | 0:00:00.035003 | 0:00:00.270998 |\n", "| 21 | 0.5774 | 0:00:00.196000 | 0:00:00.033002 | 0:00:00.196000 |\n", "| 23 | 0.7071 | 0:00:00.205995 | 0:00:00.025000 | 0:00:00.205995 |\n", "| 25 | 0.7071 | 0:00:00.175002 | 0:00:00.023000 | 0:00:00.175002 |\n", "| Average | 0.7295 | 0:00:00.215154 | 0:00:00.028538 | 0:00:00.121846 |\n", "| Std Dev. | 0.203 | 0.06579038493170443 | 0.007355106659020847 | 0.10439148091714617 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9574 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.9681 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.9574 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.9574 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.9574 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.9574 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.9574 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.9574 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.9574 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.9574 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.9574 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.9574 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.9574 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.9583 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0028 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7888 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.8639 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.8168 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.9785 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.9785 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.9785 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.9785 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.9785 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.9785 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.9785 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.9785 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.9785 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.9785 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.9426 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0671 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9574 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.9681 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.9574 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.9574 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.9574 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.9574 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.9574 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.9574 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.9574 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.9574 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.9574 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.9574 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.9574 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.9583 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0028 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7888 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.7944 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.6944 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.6 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.6 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.6 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.6 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.6 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.6 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.6 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.6 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.6 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.6 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.6367 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0706 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9574 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.9681 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.9574 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.9574 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.9574 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.9574 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.9574 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.9574 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.9574 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.9574 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.9574 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.9574 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.9574 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.9583 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0028 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7888 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.825 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.7389 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.6557 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.6557 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.6557 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.6557 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.6557 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.6557 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.6557 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.6557 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.6557 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.6557 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.6853 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0567 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9574 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.9681 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.9574 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.9574 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.9574 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.9574 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.9574 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.9574 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.9574 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.9574 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.9574 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.9574 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.9574 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.9583 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0028 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7888 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.7944 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.6944 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.6 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.6 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.6 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.6 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.6 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.6 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.6 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.6 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.6 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.6 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.6367 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0706 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.3813 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.4713 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.2986 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.2426 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.2426 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.2426 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.2426 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.2426 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.2426 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.2426 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.2426 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.2426 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.2426 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.2751 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0684 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0426 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.0319 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.0426 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.0426 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.0426 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.0426 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.0426 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.0426 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.0426 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.0426 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.0426 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.0426 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.0426 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.0417 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.0028 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7658 | 0:00:00.180000 | 0:00:00.021000 | 0:00:00.180000 |\n", "| 3 | 0.7702 | 0:00:00.174001 | 0:00:00.018998 | 0:00:00.174001 |\n", "| 5 | 0.6289 | 0:00:00.178001 | 0:00:00.020001 | 0:00:00.178001 |\n", "| 7 | 0.4472 | 0:00:00.184998 | 0:00:00.019001 | 0:00:00.184998 |\n", "| 9 | 0.4472 | 0:00:00.197001 | 0:00:00.020001 | 0:00:00.197001 |\n", "| 11 | 0.4472 | 0:00:00.176998 | 0:00:00.020000 | 0:00:00.176998 |\n", "| 13 | 0.4472 | 0:00:00.185000 | 0:00:00.021002 | 0:00:00.185000 |\n", "| 15 | 0.4472 | 0:00:00.189001 | 0:00:00.021998 | 0:00:00.189001 |\n", "| 17 | 0.4472 | 0:00:00.197999 | 0:00:00.021002 | 0:00:00.197999 |\n", "| 19 | 0.4472 | 0:00:00.179999 | 0:00:00.021000 | 0:00:00.179999 |\n", "| 21 | 0.4472 | 0:00:00.197999 | 0:00:00.022002 | 0:00:00.197999 |\n", "| 23 | 0.4472 | 0:00:00.183998 | 0:00:00.021000 | 0:00:00.183998 |\n", "| 25 | 0.4472 | 0:00:00.193002 | 0:00:00.022000 | 0:00:00.193002 |\n", "| Average | 0.5105 | 0:00:00.186000 | 0:00:00.020693 | 0:00:00.103346 |\n", "| Std Dev. | 0.1198 | 0.00800980080248978 | 0.0009912682980914912 | 0.0828503506603338 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9574 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.9362 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.9574 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.9468 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.9574 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.9681 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.9574 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.9468 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.9574 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.9574 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.9574 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.9681 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.9681 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.9566 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0088 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.78 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.7028 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.7888 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.7333 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.8168 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.9837 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.9785 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.7283 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.9785 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.9785 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.9785 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.9837 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.9837 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.8781 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.1141 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9574 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.9362 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.9574 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.9468 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.9574 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.9681 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.9574 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.9468 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.9574 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.9574 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.9574 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.9681 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.9681 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.9566 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0088 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8831 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.7775 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.7888 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.6888 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.6944 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.7 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.6 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.5944 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.6 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.6 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.6 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.7 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.7 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.6867 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0861 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9574 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.9362 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.9574 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.9468 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.9574 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.9681 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.9574 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.9468 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.9574 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.9574 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.9574 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.9681 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.9681 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.9566 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0088 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.822 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.733 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.7888 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.7083 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.7389 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.7774 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.6557 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.629 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.6557 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.6557 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.6557 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.7774 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.7774 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.7211 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0623 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9574 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.9362 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.9574 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.9468 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.9574 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.9681 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.9574 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.9468 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.9574 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.9574 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.9574 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.9681 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.9681 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.9566 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0088 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8831 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.7775 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.7888 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.6888 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.6944 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.7 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.6 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.5944 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.6 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.6 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.6 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.7 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.7 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.6867 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0861 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4678 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.2784 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.3813 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.2319 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.2986 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.4319 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.2426 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.1426 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.2426 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.2426 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.2426 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.4319 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.4319 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.3128 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0992 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0426 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.0638 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.0426 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.0532 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.0426 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.0319 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.0426 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.0532 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.0426 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.0426 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.0426 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.0319 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.0319 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.0434 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.0088 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8792 | 0:00:00.160001 | 0:00:00.018998 | 0:00:00.160001 |\n", "| 3 | 0.757 | 0:00:00.159004 | 0:00:00.019001 | 0:00:00.159004 |\n", "| 5 | 0.7658 | 0:00:00.172997 | 0:00:00.018999 | 0:00:00.172997 |\n", "| 7 | 0.6253 | 0:00:00.166999 | 0:00:00.020001 | 0:00:00.166999 |\n", "| 9 | 0.6289 | 0:00:00.183002 | 0:00:00.020000 | 0:00:00.183002 |\n", "| 11 | 0.6325 | 0:00:00.161999 | 0:00:00.019999 | 0:00:00.161999 |\n", "| 13 | 0.4472 | 0:00:00.172001 | 0:00:00.021000 | 0:00:00.172001 |\n", "| 15 | 0.4447 | 0:00:00.169000 | 0:00:00.021002 | 0:00:00.169000 |\n", "| 17 | 0.4472 | 0:00:00.173998 | 0:00:00.021999 | 0:00:00.173998 |\n", "| 19 | 0.4472 | 0:00:00.174000 | 0:00:00.021003 | 0:00:00.174000 |\n", "| 21 | 0.4472 | 0:00:00.178998 | 0:00:00.022001 | 0:00:00.178998 |\n", "| 23 | 0.6325 | 0:00:00.175998 | 0:00:00.021998 | 0:00:00.175998 |\n", "| 25 | 0.6325 | 0:00:00.184002 | 0:00:00.023000 | 0:00:00.184002 |\n", "| Average | 0.599 | 0:00:00.171692 | 0:00:00.020692 | 0:00:00.096192 |\n", "| Std Dev. | 0.1393 | 0.007769260896680321 | 0.0012642102656704552 | 0.07570485206371227 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9682 | 0.0096 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.9724 | 0.0209 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.9703 | 0.0124 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.964 | 0.0197 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.9576 | 0.0066 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.9598 | 0.0078 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.9576 | 0.0066 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.9534 | 0.0052 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.9534 | 0.0052 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.9534 | 0.0052 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.9555 | 0.0041 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.9598 | 0.0078 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.9577 | 0.0114 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.9602 | 0.0094 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0063 | 0.0052 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.876 | 0.094 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.9089 | 0.1146 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.9014 | 0.0837 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.9338 | 0.1006 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.9462 | 0.0647 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.9795 | 0.0038 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.9785 | 0.0032 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.9274 | 0.0996 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.9764 | 0.0026 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.9764 | 0.0026 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.9774 | 0.002 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.9795 | 0.0038 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.9295 | 0.1032 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.9455 | 0.0522 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0342 | 0.0468 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9682 | 0.0096 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.9724 | 0.0209 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.9703 | 0.0124 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.964 | 0.0197 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.9576 | 0.0066 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.9598 | 0.0078 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.9576 | 0.0066 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.9534 | 0.0052 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.9534 | 0.0052 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.9534 | 0.0052 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.9555 | 0.0041 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.9598 | 0.0078 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.9577 | 0.0114 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.9602 | 0.0094 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0063 | 0.0052 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8643 | 0.0664 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.8477 | 0.0792 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.8122 | 0.1019 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.7244 | 0.1505 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.6589 | 0.0613 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.66 | 0.062 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.64 | 0.062 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.6222 | 0.0367 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.6067 | 0.0309 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.6067 | 0.0309 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.6233 | 0.0359 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.66 | 0.062 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.6589 | 0.0634 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.6912 | 0.0649 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0879 | 0.0315 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9682 | 0.0096 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.9724 | 0.0209 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.9703 | 0.0124 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.964 | 0.0197 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.9576 | 0.0066 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.9598 | 0.0078 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.9576 | 0.0066 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.9534 | 0.0052 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.9534 | 0.0052 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.9534 | 0.0052 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.9555 | 0.0041 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.9598 | 0.0078 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.9577 | 0.0114 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.9602 | 0.0094 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0063 | 0.0052 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8582 | 0.0444 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.8694 | 0.0882 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.8412 | 0.0776 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.7636 | 0.136 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.7175 | 0.0694 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.7253 | 0.0734 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.7009 | 0.0722 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.6784 | 0.0504 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.6617 | 0.0404 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.6617 | 0.0404 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.6837 | 0.0461 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.7253 | 0.0734 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.7211 | 0.079 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.7391 | 0.0685 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0699 | 0.0251 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9682 | 0.0096 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.9724 | 0.0209 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.9703 | 0.0124 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.964 | 0.0197 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.9576 | 0.0066 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.9598 | 0.0078 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.9576 | 0.0066 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.9534 | 0.0052 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.9534 | 0.0052 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.9534 | 0.0052 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.9555 | 0.0041 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.9598 | 0.0078 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.9577 | 0.0114 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.9602 | 0.0094 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0063 | 0.0052 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8643 | 0.0664 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.8477 | 0.0792 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.8122 | 0.1019 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.7244 | 0.1505 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.6589 | 0.0613 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.66 | 0.062 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.64 | 0.062 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.6222 | 0.0367 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.6067 | 0.0309 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.6067 | 0.0309 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.6233 | 0.0359 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.66 | 0.062 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.6589 | 0.0634 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.6912 | 0.0649 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0879 | 0.0315 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5782 | 0.1287 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.625 | 0.2418 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.5513 | 0.2026 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.4451 | 0.3009 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.3336 | 0.1128 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.3602 | 0.1171 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.3224 | 0.1184 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.2711 | 0.0915 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.2599 | 0.0587 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.2599 | 0.0587 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.2911 | 0.0695 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.3602 | 0.1171 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.3436 | 0.1397 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.3847 | 0.1352 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.1205 | 0.0695 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0318 | 0.0096 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.0276 | 0.0209 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.0297 | 0.0124 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.036 | 0.0197 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.0424 | 0.0066 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.0402 | 0.0078 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.0424 | 0.0066 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.0466 | 0.0052 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.0466 | 0.0052 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.0466 | 0.0052 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.0445 | 0.0041 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.0402 | 0.0078 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.0423 | 0.0114 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.0398 | 0.0094 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.0063 | 0.0052 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8522 | 0.0746 | 0:00:00.173601 | 0:00:00.020600 | 0:00:00.194201 |\n", "| 3 | 0.832 | 0.0873 | 0:00:00.166401 | 0:00:00.019999 | 0:00:00.186400 |\n", "| 5 | 0.7825 | 0.1229 | 0:00:00.194400 | 0:00:00.023200 | 0:00:00.217600 |\n", "| 7 | 0.6376 | 0.2122 | 0:00:00.179400 | 0:00:00.021800 | 0:00:00.201199 |\n", "| 9 | 0.5538 | 0.1116 | 0:00:00.188401 | 0:00:00.022000 | 0:00:00.210401 |\n", "| 11 | 0.5545 | 0.1121 | 0:00:00.181201 | 0:00:00.022999 | 0:00:00.204200 |\n", "| 13 | 0.5174 | 0.1108 | 0:00:00.189200 | 0:00:00.023600 | 0:00:00.212800 |\n", "| 15 | 0.491 | 0.0719 | 0:00:00.189201 | 0:00:00.026800 | 0:00:00.216001 |\n", "| 17 | 0.4577 | 0.0623 | 0:00:00.236399 | 0:00:00.025800 | 0:00:00.262199 |\n", "| 19 | 0.4577 | 0.0623 | 0:00:00.201399 | 0:00:00.025802 | 0:00:00.227201 |\n", "| 21 | 0.4915 | 0.0715 | 0:00:00.188199 | 0:00:00.024801 | 0:00:00.213000 |\n", "| 23 | 0.5545 | 0.1121 | 0:00:00.189598 | 0:00:00.023400 | 0:00:00.212998 |\n", "| 25 | 0.554 | 0.1127 | 0:00:00.187401 | 0:00:00.023400 | 0:00:00.210801 |\n", "| Average | 0.5951 | 0.1019 | 0:00:00.189600 | 0:00:00.023400 | 0:00:00.213000 |\n", "| Std Dev. | 0.1334 | 0.0382 | 0.0160041377 | 0.0019457841 | 0.0174127317 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'poker-8-9_vs_5'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.988 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.988 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.988 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.988 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.988 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.988 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.988 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.988 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.988 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.988 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.988 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.988 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.9874 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0019 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4939 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.494 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.494 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.494 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.494 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.494 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.494 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.494 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.494 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.494 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.494 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.494 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.494 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.494 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.988 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.988 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.988 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.988 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.988 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.988 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.988 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.988 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.988 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.988 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.988 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.988 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.9874 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0019 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4963 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.5 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.5 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.5 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.5 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.5 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.5 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.5 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.5 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.5 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.5 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.5 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.5 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.4997 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.001 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.988 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.988 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.988 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.988 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.988 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.988 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.988 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.988 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.988 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.988 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.988 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.988 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.9874 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0019 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4951 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.497 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.497 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.497 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.497 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.497 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.497 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.497 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.497 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.497 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.497 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.497 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.497 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.4968 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0005 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.988 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.988 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.988 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.988 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.988 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.988 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.988 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.988 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.988 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.988 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.988 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.988 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.9874 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0019 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4963 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.5 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.5 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.5 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.5 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.5 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.5 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.5 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.5 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.5 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.5 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.5 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.5 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.4997 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.001 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.012 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.012 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.012 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.012 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.012 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.012 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.012 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.012 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.012 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.012 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.012 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.012 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.012 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.012 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0193 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.012 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.012 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.012 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.012 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.012 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.012 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.012 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.012 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.012 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.012 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.012 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.012 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.0126 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0019 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.014998 | 0:00:00.081000 | 0:00:02.014998 |\n", "| 3 | 0.0 | 0:00:02.554001 | 0:00:00.082000 | 0:00:02.554001 |\n", "| 5 | 0.0 | 0:00:02.682001 | 0:00:00.082999 | 0:00:02.682001 |\n", "| 7 | 0.0 | 0:00:02.892002 | 0:00:00.087000 | 0:00:02.892002 |\n", "| 9 | 0.0 | 0:00:03.005999 | 0:00:00.096998 | 0:00:03.005999 |\n", "| 11 | 0.0 | 0:00:03.159003 | 0:00:00.088998 | 0:00:03.159003 |\n", "| 13 | 0.0 | 0:00:03.254001 | 0:00:00.097000 | 0:00:03.254001 |\n", "| 15 | 0.0 | 0:00:03.345999 | 0:00:00.092999 | 0:00:03.345999 |\n", "| 17 | 0.0 | 0:00:03.331999 | 0:00:00.094000 | 0:00:03.331999 |\n", "| 19 | 0.0 | 0:00:03.537002 | 0:00:00.093998 | 0:00:03.537002 |\n", "| 21 | 0.0 | 0:00:03.503999 | 0:00:00.096001 | 0:00:03.503999 |\n", "| 23 | 0.0 | 0:00:03.701016 | 0:00:00.109994 | 0:00:03.701016 |\n", "| 25 | 0.0 | 0:00:03.743002 | 0:00:00.097997 | 0:00:03.743002 |\n", "| Average | 0.0 | 0:00:03.132694 | 0:00:00.092383 | 0:00:01.612539 |\n", "| Std Dev. | 0.0 | 0.47706357991358994 | 0.007690619202004865 | 1.5571437846413667 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.988 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.988 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.988 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.988 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.988 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.988 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.988 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.988 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.988 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.988 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.988 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.988 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.9874 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0019 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.4939 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.494 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.494 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.494 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.494 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.494 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.494 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.494 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.494 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.494 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.494 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.494 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.494 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.494 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.988 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.988 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.988 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.988 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.988 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.988 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.988 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.988 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.988 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.988 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.988 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.988 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.9874 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0019 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.4963 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.5 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.5 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.5 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.5 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.5 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.5 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.5 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.5 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.5 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.5 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.5 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.5 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.4997 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.001 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.988 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.988 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.988 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.988 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.988 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.988 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.988 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.988 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.988 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.988 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.988 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.988 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.9874 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0019 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 0.4951 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.497 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.497 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.497 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.497 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.497 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.497 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.497 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.497 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.497 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.497 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.497 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.497 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.4968 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0005 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.988 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.988 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.988 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.988 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.988 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.988 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.988 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.988 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.988 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.988 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.988 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.988 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.9874 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0019 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.4963 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.5 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.5 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.5 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.5 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.5 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.5 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.5 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.5 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.5 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.5 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.5 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.5 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.4997 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.001 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 1 | 0.012 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.012 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.012 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.012 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.012 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.012 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.012 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.012 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.012 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.012 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.012 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.012 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.012 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.012 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.0193 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.012 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.012 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.012 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.012 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.012 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.012 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.012 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.012 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.012 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.012 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.012 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.012 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.0126 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0019 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.365999 | 0:00:00.084001 | 0:00:02.365999 |\n", "| 3 | 0.0 | 0:00:02.626999 | 0:00:00.124999 | 0:00:02.626999 |\n", "| 5 | 0.0 | 0:00:03.001001 | 0:00:00.140001 | 0:00:03.001001 |\n", "| 7 | 0.0 | 0:00:02.791033 | 0:00:00.082999 | 0:00:02.791033 |\n", "| 9 | 0.0 | 0:00:03.050968 | 0:00:00.127000 | 0:00:03.050968 |\n", "| 11 | 0.0 | 0:00:03.254001 | 0:00:00.092997 | 0:00:03.254001 |\n", "| 13 | 0.0 | 0:00:03.095000 | 0:00:00.084034 | 0:00:03.095000 |\n", "| 15 | 0.0 | 0:00:03.023003 | 0:00:00.089997 | 0:00:03.023003 |\n", "| 17 | 0.0 | 0:00:03.623968 | 0:00:00.110000 | 0:00:03.623968 |\n", "| 19 | 0.0 | 0:00:03.605999 | 0:00:00.102002 | 0:00:03.605999 |\n", "| 21 | 0.0 | 0:00:03.927998 | 0:00:00.102001 | 0:00:03.927998 |\n", "| 23 | 0.0 | 0:00:03.704034 | 0:00:00.095999 | 0:00:03.704034 |\n", "| 25 | 0.0 | 0:00:04.032000 | 0:00:00.096965 | 0:00:04.032000 |\n", "| Average | 0.0 | 0:00:03.238616 | 0:00:00.102538 | 0:00:01.670577 |\n", "| Std Dev. | 0.0 | 0.48829978183130546 | 0.01743669547935267 | 1.6056511852353086 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.988 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.988 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.988 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.988 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.988 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.988 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.988 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.988 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.988 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.988 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.988 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.988 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.9874 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0019 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5951 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.7452 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.494 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.494 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.494 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.494 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.494 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.494 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.494 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.494 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.494 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.494 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.494 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.5211 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.07 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.988 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.988 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.988 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.988 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.988 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.988 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.988 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.988 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.988 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.988 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.988 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.988 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.9874 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0019 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5951 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.5988 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.5 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.5 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.5 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.5 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.5 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.5 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.5 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.5 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.5 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.5 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.5 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.5149 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.035 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.988 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.988 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.988 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.988 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.988 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.988 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.988 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.988 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.988 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.988 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.988 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.988 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.9874 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0019 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5951 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.6398 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.497 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.497 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.497 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.497 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.497 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.497 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.497 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.497 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.497 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.497 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.497 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.5155 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0444 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9807 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.988 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.988 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.988 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.988 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.988 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.988 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.988 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.988 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.988 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.988 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.988 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.988 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.9874 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0019 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5951 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.5988 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.5 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.5 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.5 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.5 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.5 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.5 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.5 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.5 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.5 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.5 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.5 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.5149 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.035 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0496 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.1096 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.012 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.012 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.012 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.012 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.012 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.012 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.012 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.012 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.012 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.012 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.012 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.0224 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0271 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0193 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.012 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.012 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.012 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.012 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.012 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.012 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.012 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.012 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.012 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.012 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.012 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.012 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.0126 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.0019 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.445 | 0:00:01.910967 | 0:00:00.080002 | 0:00:01.910967 |\n", "| 3 | 0.4467 | 0:00:02.476999 | 0:00:00.084998 | 0:00:02.476999 |\n", "| 5 | 0.0 | 0:00:02.734043 | 0:00:00.083992 | 0:00:02.734043 |\n", "| 7 | 0.0 | 0:00:03.263999 | 0:00:00.087000 | 0:00:03.263999 |\n", "| 9 | 0.0 | 0:00:03.049966 | 0:00:00.091011 | 0:00:03.049966 |\n", "| 11 | 0.0 | 0:00:03.332991 | 0:00:00.094002 | 0:00:03.332991 |\n", "| 13 | 0.0 | 0:00:03.232032 | 0:00:00.089965 | 0:00:03.232032 |\n", "| 15 | 0.0 | 0:00:03.510999 | 0:00:00.108002 | 0:00:03.510999 |\n", "| 17 | 0.0 | 0:00:03.691034 | 0:00:00.092966 | 0:00:03.691034 |\n", "| 19 | 0.0 | 0:00:03.382036 | 0:00:00.094000 | 0:00:03.382036 |\n", "| 21 | 0.0 | 0:00:03.473987 | 0:00:00.104977 | 0:00:03.473987 |\n", "| 23 | 0.0 | 0:00:04.383001 | 0:00:00.103999 | 0:00:04.383001 |\n", "| 25 | 0.0 | 0:00:04.012000 | 0:00:00.097001 | 0:00:04.012000 |\n", "| Average | 0.0686 | 0:00:03.265696 | 0:00:00.093224 | 0:00:01.679460 |\n", "| Std Dev. | 0.1609 | 0.6136609639829813 | 0.008181331335117574 | 1.6445268047735326 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9783 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.9831 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.9855 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.988 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.988 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.988 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.988 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.988 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.988 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.988 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.988 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.988 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.988 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.9867 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0028 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4939 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.4939 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.494 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.494 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.494 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.494 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.494 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.494 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.494 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.494 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.494 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.494 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.494 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.494 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9783 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.9831 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.9855 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.988 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.988 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.988 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.988 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.988 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.988 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.988 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.988 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.988 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.988 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.9867 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0028 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4951 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.4976 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.4988 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.5 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.5 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.5 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.5 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.5 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.5 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.5 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.5 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.5 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.5 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.4993 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0014 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9783 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.9831 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.9855 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.988 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.988 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.988 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.988 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.988 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.988 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.988 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.988 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.988 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.988 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.9867 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0028 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4945 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.4957 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.4964 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.497 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.497 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.497 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.497 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.497 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.497 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.497 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.497 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.497 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.497 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.4966 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0007 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9783 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.9831 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.9855 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.988 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.988 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.988 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.988 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.988 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.988 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.988 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.988 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.988 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.988 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.9867 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0028 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4951 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.4976 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.4988 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.5 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.5 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.5 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.5 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.5 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.5 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.5 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.5 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.5 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.5 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.4993 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0014 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.012 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.012 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.012 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.012 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.012 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.012 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.012 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.012 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.012 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.012 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.012 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.012 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.012 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.012 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0217 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.0169 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.0145 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.012 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.012 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.012 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.012 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.012 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.012 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.012 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.012 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.012 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.012 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.0133 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0028 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.022966 | 0:00:00.087004 | 0:00:02.022966 |\n", "| 3 | 0.0 | 0:00:02.670030 | 0:00:00.083003 | 0:00:02.670030 |\n", "| 5 | 0.0 | 0:00:03.031998 | 0:00:00.095965 | 0:00:03.031998 |\n", "| 7 | 0.0 | 0:00:03.158000 | 0:00:00.101000 | 0:00:03.158000 |\n", "| 9 | 0.0 | 0:00:03.408000 | 0:00:00.095006 | 0:00:03.408000 |\n", "| 11 | 0.0 | 0:00:03.352999 | 0:00:00.109996 | 0:00:03.352999 |\n", "| 13 | 0.0 | 0:00:03.562000 | 0:00:00.091000 | 0:00:03.562000 |\n", "| 15 | 0.0 | 0:00:03.506000 | 0:00:00.103001 | 0:00:03.506000 |\n", "| 17 | 0.0 | 0:00:03.881001 | 0:00:00.116001 | 0:00:03.881001 |\n", "| 19 | 0.0 | 0:00:03.631032 | 0:00:00.093999 | 0:00:03.631032 |\n", "| 21 | 0.0 | 0:00:03.737968 | 0:00:00.106034 | 0:00:03.737968 |\n", "| 23 | 0.0 | 0:00:03.522998 | 0:00:00.095966 | 0:00:03.522998 |\n", "| 25 | 0.0 | 0:00:03.646060 | 0:00:00.096966 | 0:00:03.646060 |\n", "| Average | 0.0 | 0:00:03.317773 | 0:00:00.098072 | 0:00:01.707923 |\n", "| Std Dev. | 0.0 | 0.4843361365190451 | 0.008751109391960955 | 1.6458881529966598 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9855 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.988 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.988 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.988 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.988 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.988 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.988 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.988 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.988 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.988 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.988 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.988 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.988 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.9878 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0006 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.494 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.494 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.494 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.494 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.494 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.494 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.494 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.494 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.494 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.494 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.494 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.494 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.494 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.494 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9855 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.988 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.988 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.988 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.988 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.988 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.988 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.988 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.988 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.988 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.988 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.988 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.988 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.9878 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0006 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4988 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.5 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.5 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.5 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.5 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.5 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.5 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.5 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.5 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.5 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.5 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.5 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.5 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.4999 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0003 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9855 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.988 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.988 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.988 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.988 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.988 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.988 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.988 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.988 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.988 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.988 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.988 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.988 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.9878 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0006 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4964 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.497 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.497 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.497 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.497 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.497 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.497 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.497 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.497 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.497 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.497 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.497 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.497 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.4969 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0002 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9855 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.988 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.988 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.988 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.988 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.988 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.988 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.988 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.988 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.988 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.988 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.988 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.988 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.9878 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0006 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4988 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.5 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.5 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.5 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.5 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.5 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.5 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.5 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.5 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.5 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.5 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.5 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.5 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.4999 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0003 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.012 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.012 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.012 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.012 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.012 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.012 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.012 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.012 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.012 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.012 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.012 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.012 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.012 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.012 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0145 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.012 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.012 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.012 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.012 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.012 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.012 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.012 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.012 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.012 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.012 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.012 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.012 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.0122 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0006 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.999030 | 0:00:00.081969 | 0:00:01.999030 |\n", "| 3 | 0.0 | 0:00:02.364030 | 0:00:00.083004 | 0:00:02.364030 |\n", "| 5 | 0.0 | 0:00:02.557965 | 0:00:00.091001 | 0:00:02.557965 |\n", "| 7 | 0.0 | 0:00:02.822035 | 0:00:00.084997 | 0:00:02.822035 |\n", "| 9 | 0.0 | 0:00:02.835003 | 0:00:00.085966 | 0:00:02.835003 |\n", "| 11 | 0.0 | 0:00:02.936996 | 0:00:00.090252 | 0:00:02.936996 |\n", "| 13 | 0.0 | 0:00:03.308005 | 0:00:00.095030 | 0:00:03.308005 |\n", "| 15 | 0.0 | 0:00:03.334966 | 0:00:00.100000 | 0:00:03.334966 |\n", "| 17 | 0.0 | 0:00:03.311001 | 0:00:00.097031 | 0:00:03.311001 |\n", "| 19 | 0.0 | 0:00:03.649969 | 0:00:00.106998 | 0:00:03.649969 |\n", "| 21 | 0.0 | 0:00:03.540001 | 0:00:00.097002 | 0:00:03.540001 |\n", "| 23 | 0.0 | 0:00:03.835999 | 0:00:00.100033 | 0:00:03.835999 |\n", "| 25 | 0.0 | 0:00:04.254964 | 0:00:00.111003 | 0:00:04.254964 |\n", "| Average | 0.0 | 0:00:03.134613 | 0:00:00.094176 | 0:00:01.614394 |\n", "| Std Dev. | 0.0 | 0.6026079352734891 | 0.008698452598490612 | 1.5788191451148814 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0024 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.987 | 0.0019 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.9875 | 0.001 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.988 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.988 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.988 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.988 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.988 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.988 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.988 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.988 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.988 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.988 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.9873 | 0.0004 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0018 | 0.0008 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5142 | 0.0405 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.5442 | 0.1005 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.494 | 0.0 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.494 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.494 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.494 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.494 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.494 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.494 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.494 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.494 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.494 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.494 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.4994 | 0.0108 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.014 | 0.028 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0024 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.987 | 0.0019 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.9875 | 0.001 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.988 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.988 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.988 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.988 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.988 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.988 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.988 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.988 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.988 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.988 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.9873 | 0.0004 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0018 | 0.0008 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5163 | 0.0394 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.5193 | 0.0398 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.4998 | 0.0005 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.5 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.5 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.5 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.5 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.5 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.5 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.5 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.5 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.5 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.5 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.5027 | 0.0061 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0065 | 0.0143 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0024 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.987 | 0.0019 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.9875 | 0.001 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.988 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.988 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.988 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.988 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.988 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.988 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.988 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.988 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.988 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.988 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.9873 | 0.0004 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0018 | 0.0008 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5153 | 0.0399 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.5253 | 0.0573 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.4968 | 0.0002 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.497 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.497 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.497 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.497 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.497 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.497 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.497 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.497 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.497 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.497 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.5005 | 0.0075 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0086 | 0.0179 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0024 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.987 | 0.0019 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.9875 | 0.001 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.988 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.988 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.988 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.988 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.988 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.988 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.988 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.988 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.988 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.988 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.9873 | 0.0004 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0018 | 0.0008 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5163 | 0.0394 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.5193 | 0.0398 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.4998 | 0.0005 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.5 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.5 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.5 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.5 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.5 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.5 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.5 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.5 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.5 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.5 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.5027 | 0.0061 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0065 | 0.0143 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0196 | 0.015 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.0316 | 0.039 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.012 | 0.0 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.012 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.012 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.012 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.012 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.012 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.012 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.012 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.012 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.012 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.012 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.0141 | 0.0042 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0054 | 0.0108 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0188 | 0.0024 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.013 | 0.0019 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.0125 | 0.001 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.012 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.012 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.012 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.012 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.012 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.012 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.012 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.012 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.012 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.012 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.0127 | 0.0004 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0018 | 0.0008 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.089 | 0.178 | 0:00:02.062792 | 0:00:00.082795 | 0:00:02.145587 |\n", "| 3 | 0.0893 | 0.1787 | 0:00:02.538412 | 0:00:00.091601 | 0:00:02.630013 |\n", "| 5 | 0.0 | 0.0 | 0:00:02.801402 | 0:00:00.098791 | 0:00:02.900193 |\n", "| 7 | 0.0 | 0.0 | 0:00:02.985414 | 0:00:00.088599 | 0:00:03.074013 |\n", "| 9 | 0.0 | 0.0 | 0:00:03.069987 | 0:00:00.099196 | 0:00:03.169184 |\n", "| 11 | 0.0 | 0.0 | 0:00:03.207198 | 0:00:00.095249 | 0:00:03.302447 |\n", "| 13 | 0.0 | 0.0 | 0:00:03.290207 | 0:00:00.091406 | 0:00:03.381613 |\n", "| 15 | 0.0 | 0.0 | 0:00:03.344193 | 0:00:00.098800 | 0:00:03.442993 |\n", "| 17 | 0.0 | 0.0 | 0:00:03.567800 | 0:00:00.102000 | 0:00:03.669800 |\n", "| 19 | 0.0 | 0.0 | 0:00:03.561208 | 0:00:00.098199 | 0:00:03.659407 |\n", "| 21 | 0.0 | 0.0 | 0:00:03.636791 | 0:00:00.101203 | 0:00:03.737994 |\n", "| 23 | 0.0 | 0.0 | 0:00:03.829409 | 0:00:00.101198 | 0:00:03.930608 |\n", "| 25 | 0.0 | 0.0 | 0:00:03.937605 | 0:00:00.099986 | 0:00:04.037592 |\n", "| Average | 0.0137 | 0.0274 | 0:00:03.217878 | 0:00:00.096079 | 0:00:03.313957 |\n", "| Std Dev. | 0.0322 | 0.0643 | 0.5094755571 | 0.0055935959 | 0.5139315599 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'poker-8_vs_6'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.9865 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.9865 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.9865 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.9865 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.9865 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.9865 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.9865 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.9865 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.9865 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.9865 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.9865 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.9865 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.9862 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0009 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4932 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.4932 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.4932 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.4932 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.4932 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.4932 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.4932 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.4932 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.4932 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.4932 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.4932 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.4932 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.4932 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.4932 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.9865 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.9865 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.9865 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.9865 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.9865 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.9865 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.9865 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.9865 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.9865 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.9865 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.9865 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.9865 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.9862 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0009 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4983 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.5 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.5 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.5 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.5 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.5 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.5 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.5 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.5 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.5 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.5 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.5 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.5 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.4999 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0005 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.9865 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.9865 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.9865 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.9865 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.9865 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.9865 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.9865 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.9865 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.9865 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.9865 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.9865 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.9865 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.9862 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0009 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4957 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.4966 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.4966 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.4966 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.4966 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.4966 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.4966 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.4966 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.4966 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.4966 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.4966 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.4966 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.4966 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.4965 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0002 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.9865 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.9865 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.9865 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.9865 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.9865 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.9865 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.9865 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.9865 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.9865 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.9865 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.9865 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.9865 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.9862 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0009 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4983 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.5 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.5 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.5 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.5 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.5 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.5 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.5 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.5 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.5 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.5 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.5 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.5 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.4999 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0005 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0135 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.0135 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.0135 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.0135 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.0135 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.0135 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.0135 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.0135 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.0135 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.0135 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.0135 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.0135 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.0135 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.0135 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0169 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.0135 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.0135 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.0135 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.0135 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.0135 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.0135 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.0135 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.0135 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.0135 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.0135 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.0135 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.0135 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.0138 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0009 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0 | 0:00:01.744017 | 0:00:00.058965 | 0:00:01.744017 |\n", "| 3 | 0.0 | 0:00:01.682034 | 0:00:00.058966 | 0:00:01.682034 |\n", "| 5 | 0.0 | 0:00:01.738147 | 0:00:00.068999 | 0:00:01.738147 |\n", "| 7 | 0.0 | 0:00:01.843034 | 0:00:00.063004 | 0:00:01.843034 |\n", "| 9 | 0.0 | 0:00:01.907964 | 0:00:00.067998 | 0:00:01.907964 |\n", "| 11 | 0.0 | 0:00:02.038036 | 0:00:00.062999 | 0:00:02.038036 |\n", "| 13 | 0.0 | 0:00:02.152966 | 0:00:00.067001 | 0:00:02.152966 |\n", "| 15 | 0.0 | 0:00:02.114001 | 0:00:00.075000 | 0:00:02.114001 |\n", "| 17 | 0.0 | 0:00:02.399997 | 0:00:00.082000 | 0:00:02.399997 |\n", "| 19 | 0.0 | 0:00:02.396999 | 0:00:00.068002 | 0:00:02.396999 |\n", "| 21 | 0.0 | 0:00:02.150002 | 0:00:00.077997 | 0:00:02.150002 |\n", "| 23 | 0.0 | 0:00:02.370998 | 0:00:00.079005 | 0:00:02.370998 |\n", "| 25 | 0.0 | 0:00:02.286998 | 0:00:00.085002 | 0:00:02.286998 |\n", "| Average | 0.0 | 0:00:02.063476 | 0:00:00.070380 | 0:00:01.066928 |\n", "| Std Dev. | 0.0 | 0.2502125288628218 | 0.00830541358673385 | 1.012149281150439 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.9865 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.9865 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.9865 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.9865 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.9865 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.9865 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.9865 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.9865 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.9865 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.9865 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.9865 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.9865 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.9862 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0009 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4932 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.4932 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.4932 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.4932 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.4932 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.4932 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.4932 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.4932 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.4932 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.4932 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.4932 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.4932 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.4932 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.4932 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.9865 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.9865 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.9865 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.9865 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.9865 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.9865 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.9865 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.9865 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.9865 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.9865 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.9865 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.9865 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.9862 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0009 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4983 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.5 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.5 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.5 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.5 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.5 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.5 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.5 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.5 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.5 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.5 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.5 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.5 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.4999 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0005 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.9865 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.9865 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.9865 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.9865 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.9865 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.9865 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.9865 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.9865 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.9865 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.9865 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.9865 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.9865 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.9862 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0009 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4957 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.4966 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.4966 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.4966 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.4966 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.4966 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.4966 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.4966 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.4966 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.4966 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.4966 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.4966 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.4966 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.4965 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0002 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.9831 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.9865 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.9865 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.9865 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.9865 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.9865 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.9865 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.9865 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.9865 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.9865 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.9865 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.9865 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.9865 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.9862 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0009 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.4983 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.5 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.5 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.5 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.5 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.5 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.5 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.5 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.5 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.5 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.5 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.5 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.5 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.4999 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0005 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0135 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.0135 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.0135 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.0135 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.0135 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.0135 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.0135 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.0135 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.0135 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.0135 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.0135 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.0135 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.0135 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.0135 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0169 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.0135 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.0135 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.0135 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.0135 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.0135 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.0135 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.0135 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.0135 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.0135 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.0135 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.0135 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.0135 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.0138 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0009 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 1 | 0.0 | 0:00:01.841998 | 0:00:00.062999 | 0:00:01.841998 |\n", "| 3 | 0.0 | 0:00:01.922000 | 0:00:00.066998 | 0:00:01.922000 |\n", "| 5 | 0.0 | 0:00:02.014002 | 0:00:00.066000 | 0:00:02.014002 |\n", "| 7 | 0.0 | 0:00:02.079002 | 0:00:00.068998 | 0:00:02.079002 |\n", "| 9 | 0.0 | 0:00:02.159999 | 0:00:00.068999 | 0:00:02.159999 |\n", "| 11 | 0.0 | 0:00:02.591002 | 0:00:00.080003 | 0:00:02.591002 |\n", "| 13 | 0.0 | 0:00:03.224963 | 0:00:00.202000 | 0:00:03.224963 |\n", "| 15 | 0.0 | 0:00:04.236000 | 0:00:00.122000 | 0:00:04.236000 |\n", "| 17 | 0.0 | 0:00:03.301884 | 0:00:00.095997 | 0:00:03.301884 |\n", "| 19 | 0.0 | 0:00:02.640002 | 0:00:00.085999 | 0:00:02.640002 |\n", "| 21 | 0.0 | 0:00:03.103004 | 0:00:00.082998 | 0:00:03.103004 |\n", "| 23 | 0.0 | 0:00:02.590000 | 0:00:00.075998 | 0:00:02.590000 |\n", "| 25 | 0.0 | 0:00:02.523001 | 0:00:00.076005 | 0:00:02.523001 |\n", "| Average | 0.0 | 0:00:02.632835 | 0:00:00.088846 | 0:00:01.360840 |\n", "| Std Dev. | 0.0 | 0.6592014734225581 | 0.03601267459271686 | 1.354951054399991 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.9898 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.9898 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.9898 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.9898 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.9898 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.9898 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.9898 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.9898 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.9898 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.9898 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.9898 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.9898 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.9898 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4949 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.4949 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.4949 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.4949 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.4949 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.4949 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.4949 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.4949 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.4949 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.4949 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.4949 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.4949 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.4949 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.4949 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.9898 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.9898 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.9898 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.9898 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.9898 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.9898 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.9898 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.9898 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.9898 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.9898 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.9898 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.9898 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.9898 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.5 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.5 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.5 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.5 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.5 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.5 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.5 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.5 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.5 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.5 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.5 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.5 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.5 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.9898 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.9898 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.9898 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.9898 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.9898 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.9898 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.9898 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.9898 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.9898 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.9898 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.9898 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.9898 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.9898 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4974 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.4974 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.4974 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.4974 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.4974 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.4974 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.4974 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.4974 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.4974 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.4974 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.4974 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.4974 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.4974 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.4974 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.9898 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.9898 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.9898 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.9898 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.9898 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.9898 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.9898 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.9898 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.9898 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.9898 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.9898 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.9898 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.9898 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.5 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.5 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.5 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.5 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.5 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.5 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.5 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.5 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.5 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.5 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.5 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.5 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.5 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0102 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.0102 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.0102 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.0102 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.0102 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.0102 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.0102 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.0102 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.0102 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.0102 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.0102 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.0102 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.0102 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.0102 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0102 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.0102 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.0102 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.0102 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.0102 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.0102 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.0102 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.0102 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.0102 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.0102 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.0102 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.0102 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.0102 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.0102 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.779996 | 0:00:00.064999 | 0:00:01.779996 |\n", "| 3 | 0.0 | 0:00:02.211001 | 0:00:00.072999 | 0:00:02.211001 |\n", "| 5 | 0.0 | 0:00:02.286001 | 0:00:00.073004 | 0:00:02.286001 |\n", "| 7 | 0.0 | 0:00:02.220995 | 0:00:00.070000 | 0:00:02.220995 |\n", "| 9 | 0.0 | 0:00:02.344005 | 0:00:00.068995 | 0:00:02.344005 |\n", "| 11 | 0.0 | 0:00:02.244999 | 0:00:00.071036 | 0:00:02.244999 |\n", "| 13 | 0.0 | 0:00:02.239000 | 0:00:00.082965 | 0:00:02.239000 |\n", "| 15 | 0.0 | 0:00:02.267034 | 0:00:00.073967 | 0:00:02.267034 |\n", "| 17 | 0.0 | 0:00:02.436998 | 0:00:00.072002 | 0:00:02.436998 |\n", "| 19 | 0.0 | 0:00:02.302033 | 0:00:00.072000 | 0:00:02.302033 |\n", "| 21 | 0.0 | 0:00:02.313964 | 0:00:00.071001 | 0:00:02.313964 |\n", "| 23 | 0.0 | 0:00:02.277004 | 0:00:00.074000 | 0:00:02.277004 |\n", "| 25 | 0.0 | 0:00:02.384998 | 0:00:00.087999 | 0:00:02.384998 |\n", "| Average | 0.0 | 0:00:02.254464 | 0:00:00.073459 | 0:00:01.163961 |\n", "| Std Dev. | 0.0 | 0.15046000360540965 | 0.005699952366852924 | 1.0956873617715739 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9864 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.9898 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.9898 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.9898 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.9898 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.9898 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.9898 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.9898 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.9898 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.9898 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.9898 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.9898 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.9898 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.9896 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0009 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4949 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.4949 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.4949 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.4949 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.4949 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.4949 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.4949 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.4949 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.4949 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.4949 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.4949 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.4949 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.4949 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.4949 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9864 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.9898 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.9898 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.9898 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.9898 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.9898 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.9898 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.9898 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.9898 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.9898 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.9898 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.9898 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.9898 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.9896 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0009 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4983 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.5 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.5 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.5 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.5 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.5 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.5 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.5 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.5 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.5 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.5 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.5 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.5 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.4999 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0005 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9864 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.9898 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.9898 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.9898 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.9898 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.9898 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.9898 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.9898 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.9898 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.9898 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.9898 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.9898 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.9898 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.9896 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0009 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4966 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.4974 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.4974 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.4974 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.4974 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.4974 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.4974 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.4974 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.4974 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.4974 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.4974 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.4974 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.4974 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.4974 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0002 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9864 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.9898 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.9898 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.9898 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.9898 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.9898 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.9898 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.9898 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.9898 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.9898 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.9898 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.9898 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.9898 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.9896 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0009 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4983 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.5 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.5 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.5 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.5 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.5 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.5 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.5 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.5 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.5 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.5 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.5 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.5 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.4999 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0005 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0102 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.0102 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.0102 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.0102 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.0102 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.0102 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.0102 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.0102 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.0102 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.0102 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.0102 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.0102 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.0102 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.0102 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0136 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.0102 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.0102 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.0102 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.0102 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.0102 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.0102 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.0102 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.0102 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.0102 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.0102 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.0102 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.0102 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.0104 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0009 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.738034 | 0:00:00.058967 | 0:00:01.738034 |\n", "| 3 | 0.0 | 0:00:01.922995 | 0:00:00.062001 | 0:00:01.922995 |\n", "| 5 | 0.0 | 0:00:01.941999 | 0:00:00.073004 | 0:00:01.941999 |\n", "| 7 | 0.0 | 0:00:02.094998 | 0:00:00.064002 | 0:00:02.094998 |\n", "| 9 | 0.0 | 0:00:02.050033 | 0:00:00.063001 | 0:00:02.050033 |\n", "| 11 | 0.0 | 0:00:02.042962 | 0:00:00.063001 | 0:00:02.042962 |\n", "| 13 | 0.0 | 0:00:02.066000 | 0:00:00.065001 | 0:00:02.066000 |\n", "| 15 | 0.0 | 0:00:02.192001 | 0:00:00.069998 | 0:00:02.192001 |\n", "| 17 | 0.0 | 0:00:02.106004 | 0:00:00.077996 | 0:00:02.106004 |\n", "| 19 | 0.0 | 0:00:01.855035 | 0:00:00.060998 | 0:00:01.855035 |\n", "| 21 | 0.0 | 0:00:01.864964 | 0:00:00.062008 | 0:00:01.864964 |\n", "| 23 | 0.0 | 0:00:01.861995 | 0:00:00.063031 | 0:00:01.861995 |\n", "| 25 | 0.0 | 0:00:01.933968 | 0:00:00.074999 | 0:00:01.933968 |\n", "| Average | 0.0 | 0:00:01.974691 | 0:00:00.066001 | 0:00:01.020346 |\n", "| Std Dev. | 0.0 | 0.12343770551993344 | 0.005738807569552121 | 0.9583370970112661 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.9898 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.9898 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.9898 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.9898 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.9898 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.9898 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.9898 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.9898 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.9898 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.9898 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.9898 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.9898 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.9898 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4949 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.4949 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.4949 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.4949 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.4949 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.4949 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.4949 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.4949 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.4949 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.4949 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.4949 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.4949 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.4949 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.4949 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.9898 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.9898 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.9898 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.9898 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.9898 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.9898 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.9898 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.9898 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.9898 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.9898 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.9898 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.9898 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.9898 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.5 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.5 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.5 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.5 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.5 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.5 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.5 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.5 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.5 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.5 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.5 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.5 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.5 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.9898 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.9898 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.9898 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.9898 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.9898 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.9898 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.9898 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.9898 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.9898 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.9898 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.9898 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.9898 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.9898 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4974 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.4974 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.4974 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.4974 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.4974 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.4974 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.4974 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.4974 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.4974 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.4974 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.4974 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.4974 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.4974 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.4974 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9898 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.9898 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.9898 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.9898 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.9898 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.9898 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.9898 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.9898 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.9898 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.9898 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.9898 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.9898 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.9898 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.9898 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "| 1 | 0.5 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.5 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.5 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.5 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.5 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.5 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.5 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.5 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.5 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.5 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.5 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.5 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.5 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.5 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+-----+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0102 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.0102 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.0102 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.0102 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.0102 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.0102 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.0102 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.0102 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.0102 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.0102 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.0102 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.0102 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.0102 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.0102 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0102 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.0102 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.0102 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.0102 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.0102 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.0102 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.0102 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.0102 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.0102 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.0102 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.0102 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.0102 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.0102 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.0102 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.432038 | 0:00:00.052997 | 0:00:01.432038 |\n", "| 3 | 0.0 | 0:00:01.576997 | 0:00:00.054001 | 0:00:01.576997 |\n", "| 5 | 0.0 | 0:00:01.623000 | 0:00:00.054000 | 0:00:01.623000 |\n", "| 7 | 0.0 | 0:00:01.740000 | 0:00:00.059001 | 0:00:01.740000 |\n", "| 9 | 0.0 | 0:00:01.743999 | 0:00:00.055998 | 0:00:01.743999 |\n", "| 11 | 0.0 | 0:00:01.738983 | 0:00:00.057017 | 0:00:01.738983 |\n", "| 13 | 0.0 | 0:00:01.774000 | 0:00:00.059000 | 0:00:01.774000 |\n", "| 15 | 0.0 | 0:00:01.802001 | 0:00:00.062999 | 0:00:01.802001 |\n", "| 17 | 0.0 | 0:00:01.878967 | 0:00:00.065000 | 0:00:01.878967 |\n", "| 19 | 0.0 | 0:00:01.861035 | 0:00:00.062000 | 0:00:01.861035 |\n", "| 21 | 0.0 | 0:00:01.875000 | 0:00:00.062994 | 0:00:01.875000 |\n", "| 23 | 0.0 | 0:00:01.900005 | 0:00:00.061002 | 0:00:01.900005 |\n", "| 25 | 0.0 | 0:00:01.900998 | 0:00:00.063004 | 0:00:01.900998 |\n", "| Average | 0.0 | 0:00:01.757463 | 0:00:00.059155 | 0:00:00.908309 |\n", "| Std Dev. | 0.0 | 0.1358337059376798 | 0.003879493533181215 | 0.8545735001869024 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9865 | 0.003 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.9885 | 0.0016 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.9885 | 0.0016 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.9885 | 0.0016 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.9885 | 0.0016 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.9885 | 0.0016 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.9885 | 0.0016 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.9885 | 0.0016 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.9885 | 0.0016 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.9885 | 0.0016 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.9885 | 0.0016 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.9885 | 0.0016 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.9885 | 0.0016 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.9883 | 0.0017 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0005 | 0.0004 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4942 | 0.0008 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.4942 | 0.0008 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.4942 | 0.0008 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.4942 | 0.0008 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.4942 | 0.0008 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.4942 | 0.0008 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.4942 | 0.0008 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.4942 | 0.0008 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.4942 | 0.0008 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.4942 | 0.0008 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.4942 | 0.0008 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.4942 | 0.0008 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.4942 | 0.0008 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.4942 | 0.0008 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0 | 0.0 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9865 | 0.003 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.9885 | 0.0016 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.9885 | 0.0016 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.9885 | 0.0016 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.9885 | 0.0016 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.9885 | 0.0016 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.9885 | 0.0016 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.9885 | 0.0016 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.9885 | 0.0016 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.9885 | 0.0016 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.9885 | 0.0016 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.9885 | 0.0016 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.9885 | 0.0016 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.9883 | 0.0017 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0005 | 0.0004 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.499 | 0.0008 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.5 | 0.0 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.5 | 0.0 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.5 | 0.0 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.5 | 0.0 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.5 | 0.0 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.5 | 0.0 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.5 | 0.0 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.5 | 0.0 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.5 | 0.0 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.5 | 0.0 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.5 | 0.0 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.4999 | 0.0001 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0003 | 0.0002 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9865 | 0.003 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.9885 | 0.0016 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.9885 | 0.0016 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.9885 | 0.0016 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.9885 | 0.0016 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.9885 | 0.0016 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.9885 | 0.0016 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.9885 | 0.0016 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.9885 | 0.0016 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.9885 | 0.0016 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.9885 | 0.0016 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.9885 | 0.0016 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.9885 | 0.0016 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.9883 | 0.0017 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0005 | 0.0004 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4966 | 0.0008 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.4971 | 0.0004 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.4971 | 0.0004 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.4971 | 0.0004 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.4971 | 0.0004 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.4971 | 0.0004 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.4971 | 0.0004 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.4971 | 0.0004 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.4971 | 0.0004 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.4971 | 0.0004 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.4971 | 0.0004 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.4971 | 0.0004 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.4971 | 0.0004 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.4971 | 0.0004 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0001 | 0.0001 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9865 | 0.003 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.9885 | 0.0016 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.9885 | 0.0016 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.9885 | 0.0016 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.9885 | 0.0016 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.9885 | 0.0016 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.9885 | 0.0016 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.9885 | 0.0016 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.9885 | 0.0016 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.9885 | 0.0016 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.9885 | 0.0016 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.9885 | 0.0016 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.9885 | 0.0016 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.9883 | 0.0017 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0005 | 0.0004 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.499 | 0.0008 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.5 | 0.0 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.5 | 0.0 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.5 | 0.0 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.5 | 0.0 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.5 | 0.0 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.5 | 0.0 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.5 | 0.0 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.5 | 0.0 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.5 | 0.0 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.5 | 0.0 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.5 | 0.0 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.5 | 0.0 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.4999 | 0.0001 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0003 | 0.0002 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0115 | 0.0016 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.0115 | 0.0016 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.0115 | 0.0016 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.0115 | 0.0016 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.0115 | 0.0016 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.0115 | 0.0016 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.0115 | 0.0016 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.0115 | 0.0016 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.0115 | 0.0016 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.0115 | 0.0016 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.0115 | 0.0016 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.0115 | 0.0016 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.0115 | 0.0016 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.0115 | 0.0016 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0 | 0.0 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0135 | 0.003 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.0115 | 0.0016 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.0115 | 0.0016 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.0115 | 0.0016 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.0115 | 0.0016 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.0115 | 0.0016 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.0115 | 0.0016 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.0115 | 0.0016 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.0115 | 0.0016 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.0115 | 0.0016 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.0115 | 0.0016 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.0115 | 0.0016 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.0115 | 0.0016 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.0117 | 0.0017 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0005 | 0.0004 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+-----+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:01.707217 | 0:00:00.059785 | 0:00:01.767002 |\n", "| 3 | 0.0 | 0.0 | 0:00:01.863005 | 0:00:00.062993 | 0:00:01.925998 |\n", "| 5 | 0.0 | 0.0 | 0:00:01.920630 | 0:00:00.067001 | 0:00:01.987631 |\n", "| 7 | 0.0 | 0.0 | 0:00:01.995606 | 0:00:00.065001 | 0:00:02.060607 |\n", "| 9 | 0.0 | 0.0 | 0:00:02.041200 | 0:00:00.064998 | 0:00:02.106198 |\n", "| 11 | 0.0 | 0.0 | 0:00:02.131196 | 0:00:00.066811 | 0:00:02.198008 |\n", "| 13 | 0.0 | 0.0 | 0:00:02.291386 | 0:00:00.095193 | 0:00:02.386579 |\n", "| 15 | 0.0 | 0.0 | 0:00:02.522207 | 0:00:00.080793 | 0:00:02.603000 |\n", "| 17 | 0.0 | 0.0 | 0:00:02.424770 | 0:00:00.078599 | 0:00:02.503369 |\n", "| 19 | 0.0 | 0.0 | 0:00:02.211021 | 0:00:00.069800 | 0:00:02.280820 |\n", "| 21 | 0.0 | 0.0 | 0:00:02.261387 | 0:00:00.071400 | 0:00:02.332787 |\n", "| 23 | 0.0 | 0.0 | 0:00:02.200000 | 0:00:00.070607 | 0:00:02.270608 |\n", "| 25 | 0.0 | 0.0 | 0:00:02.205992 | 0:00:00.077402 | 0:00:02.283394 |\n", "| Average | 0.0 | 0.0 | 0:00:02.136586 | 0:00:00.071568 | 0:00:02.208154 |\n", "| Std Dev. | 0.0 | 0.0 | 0.2184764863 | 0.009084789 | 0.2253871174 |\n", "+----------+--------+-----+----------------+----------------+----------------+\n", "###############\n", "b'poker-9_vs_7'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9592 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.9592 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.9592 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.9592 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.9592 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.9592 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.9592 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.9592 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.9592 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.9592 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.9592 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.9592 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.9592 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.9592 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4796 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.4796 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.4796 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.4796 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.4796 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.4796 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.4796 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.4796 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.4796 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.4796 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.4796 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.4796 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.4796 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.4796 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9592 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.9592 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.9592 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.9592 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.9592 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.9592 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.9592 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.9592 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.9592 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.9592 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.9592 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.9592 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.9592 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.9592 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.5 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.5 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.5 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.5 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.5 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.5 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.5 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.5 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.5 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.5 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.5 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.5 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.5 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9592 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.9592 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.9592 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.9592 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.9592 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.9592 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.9592 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.9592 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.9592 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.9592 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.9592 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.9592 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.9592 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.9592 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4896 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.4896 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.4896 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.4896 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.4896 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.4896 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.4896 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.4896 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.4896 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.4896 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.4896 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.4896 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.4896 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.4896 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9592 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.9592 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.9592 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.9592 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.9592 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.9592 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.9592 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.9592 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.9592 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.9592 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.9592 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.9592 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.9592 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.9592 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.5 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.5 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.5 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.5 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.5 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.5 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.5 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.5 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.5 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.5 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.5 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.5 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.5 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0408 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.0408 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.0408 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.0408 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.0408 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.0408 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.0408 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.0408 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.0408 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.0408 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.0408 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.0408 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.0408 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.0408 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0408 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.0408 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.0408 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.0408 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.0408 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.0408 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.0408 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.0408 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.0408 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.0408 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.0408 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.0408 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.0408 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.0408 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.073998 | 0:00:00.009001 | 0:00:00.073998 |\n", "| 3 | 0.0 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 5 | 0.0 | 0:00:00.060035 | 0:00:00.009999 | 0:00:00.060035 |\n", "| 7 | 0.0 | 0:00:00.062001 | 0:00:00.010965 | 0:00:00.062001 |\n", "| 9 | 0.0 | 0:00:00.068999 | 0:00:00.009000 | 0:00:00.068999 |\n", "| 11 | 0.0 | 0:00:00.063002 | 0:00:00.009000 | 0:00:00.063002 |\n", "| 13 | 0.0 | 0:00:00.063034 | 0:00:00.009999 | 0:00:00.063034 |\n", "| 15 | 0.0 | 0:00:00.061999 | 0:00:00.010969 | 0:00:00.061999 |\n", "| 17 | 0.0 | 0:00:00.066029 | 0:00:00.010003 | 0:00:00.066029 |\n", "| 19 | 0.0 | 0:00:00.064966 | 0:00:00.010001 | 0:00:00.064966 |\n", "| 21 | 0.0 | 0:00:00.067000 | 0:00:00.011001 | 0:00:00.067000 |\n", "| 23 | 0.0 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 25 | 0.0 | 0:00:00.065999 | 0:00:00.009998 | 0:00:00.065999 |\n", "| Average | 0.0 | 0:00:00.064774 | 0:00:00.009918 | 0:00:00.037346 |\n", "| Std Dev. | 0.0 | 0.003615018681445773 | 0.0007222637270469492 | 0.027551439794263548 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.9592 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.9592 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.9592 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.9592 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.9592 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.9592 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.9592 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.9592 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.9592 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.9592 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.9592 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.9592 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.9592 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4796 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.4796 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.4796 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.4796 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.4796 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.4796 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.4796 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.4796 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.4796 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.4796 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.4796 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.4796 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.4796 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.4796 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.9592 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.9592 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.9592 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.9592 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.9592 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.9592 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.9592 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.9592 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.9592 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.9592 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.9592 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.9592 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.9592 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.5 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.5 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.5 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.5 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.5 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.5 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.5 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.5 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.5 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.5 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.5 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.5 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.5 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.9592 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.9592 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.9592 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.9592 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.9592 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.9592 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.9592 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.9592 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.9592 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.9592 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.9592 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.9592 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.9592 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4896 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.4896 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.4896 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.4896 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.4896 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.4896 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.4896 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.4896 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.4896 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.4896 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.4896 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.4896 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.4896 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.4896 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.9592 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.9592 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.9592 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.9592 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.9592 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.9592 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.9592 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.9592 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.9592 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.9592 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.9592 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.9592 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.9592 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.5 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.5 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.5 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.5 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.5 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.5 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.5 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.5 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.5 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.5 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.5 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.5 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.5 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+-----+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0408 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.0408 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.0408 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.0408 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.0408 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.0408 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.0408 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.0408 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.0408 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.0408 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.0408 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.0408 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.0408 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.0408 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0408 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.0408 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.0408 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.0408 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.0408 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.0408 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.0408 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.0408 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.0408 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.0408 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.0408 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.0408 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.0408 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.0408 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.057034 | 0:00:00.009004 | 0:00:00.057034 |\n", "| 3 | 0.0 | 0:00:00.057993 | 0:00:00.010000 | 0:00:00.057993 |\n", "| 5 | 0.0 | 0:00:00.064999 | 0:00:00.010968 | 0:00:00.064999 |\n", "| 7 | 0.0 | 0:00:00.066030 | 0:00:00.010971 | 0:00:00.066030 |\n", "| 9 | 0.0 | 0:00:00.063000 | 0:00:00.008999 | 0:00:00.063000 |\n", "| 11 | 0.0 | 0:00:00.063000 | 0:00:00.012003 | 0:00:00.063000 |\n", "| 13 | 0.0 | 0:00:00.061031 | 0:00:00.010005 | 0:00:00.061031 |\n", "| 15 | 0.0 | 0:00:00.061996 | 0:00:00.010000 | 0:00:00.061996 |\n", "| 17 | 0.0 | 0:00:00.062000 | 0:00:00.011000 | 0:00:00.062000 |\n", "| 19 | 0.0 | 0:00:00.062000 | 0:00:00.010000 | 0:00:00.062000 |\n", "| 21 | 0.0 | 0:00:00.061980 | 0:00:00.009986 | 0:00:00.061980 |\n", "| 23 | 0.0 | 0:00:00.062035 | 0:00:00.011969 | 0:00:00.062035 |\n", "| 25 | 0.0 | 0:00:00.064997 | 0:00:00.009000 | 0:00:00.064997 |\n", "| Average | 0.0 | 0:00:00.062161 | 0:00:00.010300 | 0:00:00.036231 |\n", "| Std Dev. | 0.0 | 0.0024421750345232857 | 0.0009840863073633484 | 0.02599710281953523 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9388 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.9592 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.9592 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.9592 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.9592 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.9592 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.9592 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.9592 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.9592 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.9592 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.9592 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.9592 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.9592 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.9576 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0054 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.4796 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.4796 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.4796 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.4796 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.4796 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.4796 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.4796 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.4796 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.4796 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.4796 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.4796 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.4796 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.4965 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0587 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9388 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.9592 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.9592 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.9592 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.9592 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.9592 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.9592 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.9592 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.9592 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.9592 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.9592 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.9592 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.9592 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.9576 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0054 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9681 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.5 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.5 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.5 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.5 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.5 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.5 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.5 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.5 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.5 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.5 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.5 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.5 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.536 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.1247 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9388 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.9592 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.9592 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.9592 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.9592 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.9592 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.9592 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.9592 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.9592 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.9592 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.9592 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.9592 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.9592 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.9576 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0054 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7692 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.4896 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.4896 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.4896 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.4896 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.4896 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.4896 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.4896 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.4896 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.4896 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.4896 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.4896 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.4896 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.5111 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0745 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9388 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.9592 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.9592 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.9592 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.9592 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.9592 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.9592 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.9592 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.9592 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.9592 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.9592 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.9592 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.9592 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.9576 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0054 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9681 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.5 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.5 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.5 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.5 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.5 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.5 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.5 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.5 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.5 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.5 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.5 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.5 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.536 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.1247 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.0408 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.0408 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.0408 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.0408 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.0408 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.0408 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.0408 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.0408 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.0408 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.0408 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.0408 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.0408 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.0684 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0957 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0612 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.0408 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.0408 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.0408 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.0408 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.0408 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.0408 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.0408 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.0408 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.0408 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.0408 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.0408 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.0408 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.0424 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.0054 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9676 | 0:00:00.060034 | 0:00:00.008964 | 0:00:00.060034 |\n", "| 3 | 0.0 | 0:00:00.065003 | 0:00:00.010998 | 0:00:00.065003 |\n", "| 5 | 0.0 | 0:00:00.064997 | 0:00:00.010000 | 0:00:00.064997 |\n", "| 7 | 0.0 | 0:00:00.079001 | 0:00:00.012002 | 0:00:00.079001 |\n", "| 9 | 0.0 | 0:00:00.076000 | 0:00:00.015000 | 0:00:00.076000 |\n", "| 11 | 0.0 | 0:00:00.081999 | 0:00:00.011001 | 0:00:00.081999 |\n", "| 13 | 0.0 | 0:00:00.070999 | 0:00:00.009999 | 0:00:00.070999 |\n", "| 15 | 0.0 | 0:00:00.070001 | 0:00:00.010999 | 0:00:00.070001 |\n", "| 17 | 0.0 | 0:00:00.079002 | 0:00:00.009998 | 0:00:00.079002 |\n", "| 19 | 0.0 | 0:00:00.070002 | 0:00:00.010035 | 0:00:00.070002 |\n", "| 21 | 0.0 | 0:00:00.067965 | 0:00:00.011000 | 0:00:00.067965 |\n", "| 23 | 0.0 | 0:00:00.071998 | 0:00:00.010002 | 0:00:00.071998 |\n", "| 25 | 0.0 | 0:00:00.069001 | 0:00:00.011000 | 0:00:00.069001 |\n", "| Average | 0.0744 | 0:00:00.071231 | 0:00:00.010846 | 0:00:00.041038 |\n", "| Std Dev. | 0.2578 | 0.006087642694080178 | 0.0014079866834805668 | 0.030514083450966147 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.9796 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.9796 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.9796 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.9796 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.9796 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.9796 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.9796 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.9796 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.9796 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.9796 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.9796 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.9796 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.978 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0054 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4896 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.4898 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.4898 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.4898 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.4898 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.4898 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.4898 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.4898 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.4898 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.4898 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.4898 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.4898 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.4898 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.4898 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0001 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.9796 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.9796 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.9796 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.9796 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.9796 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.9796 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.9796 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.9796 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.9796 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.9796 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.9796 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.9796 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.978 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0054 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4896 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.5 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.5 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.5 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.5 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.5 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.5 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.5 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.5 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.5 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.5 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.5 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.5 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.4992 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0028 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.9796 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.9796 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.9796 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.9796 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.9796 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.9796 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.9796 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.9796 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.9796 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.9796 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.9796 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.9796 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.978 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0054 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4896 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.4948 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.4948 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.4948 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.4948 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.4948 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.4948 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.4948 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.4948 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.4948 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.4948 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.4948 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.4948 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.4944 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0014 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9592 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.9796 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.9796 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.9796 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.9796 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.9796 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.9796 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.9796 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.9796 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.9796 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.9796 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.9796 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.9796 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.978 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0054 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4896 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.5 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.5 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.5 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.5 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.5 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.5 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.5 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.5 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.5 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.5 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.5 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.5 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.4992 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0028 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0204 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.0204 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.0204 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.0204 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.0204 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.0204 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.0204 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.0204 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.0204 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.0204 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.0204 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.0204 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.0204 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.0204 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0408 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.0204 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.0204 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.0204 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.0204 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.0204 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.0204 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.0204 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.0204 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.0204 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.0204 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.0204 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.0204 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.022 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0054 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.060035 | 0:00:00.009002 | 0:00:00.060035 |\n", "| 3 | 0.0 | 0:00:00.060997 | 0:00:00.009975 | 0:00:00.060997 |\n", "| 5 | 0.0 | 0:00:00.065992 | 0:00:00.009000 | 0:00:00.065992 |\n", "| 7 | 0.0 | 0:00:00.063001 | 0:00:00.008999 | 0:00:00.063001 |\n", "| 9 | 0.0 | 0:00:00.063999 | 0:00:00.009034 | 0:00:00.063999 |\n", "| 11 | 0.0 | 0:00:00.064997 | 0:00:00.009002 | 0:00:00.064997 |\n", "| 13 | 0.0 | 0:00:00.063968 | 0:00:00.009999 | 0:00:00.063968 |\n", "| 15 | 0.0 | 0:00:00.065002 | 0:00:00.009999 | 0:00:00.065002 |\n", "| 17 | 0.0 | 0:00:00.063999 | 0:00:00.010000 | 0:00:00.063999 |\n", "| 19 | 0.0 | 0:00:00.065034 | 0:00:00.009000 | 0:00:00.065034 |\n", "| 21 | 0.0 | 0:00:00.063001 | 0:00:00.009998 | 0:00:00.063001 |\n", "| 23 | 0.0 | 0:00:00.063968 | 0:00:00.010001 | 0:00:00.063968 |\n", "| 25 | 0.0 | 0:00:00.062999 | 0:00:00.009000 | 0:00:00.062999 |\n", "| Average | 0.0 | 0:00:00.063615 | 0:00:00.009462 | 0:00:00.036539 |\n", "| Std Dev. | 0.0 | 0.0015896619694234066 | 0.0004934704565364968 | 0.02710180401541425 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.9792 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.9792 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.9792 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.9792 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.9792 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.9792 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.9792 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.9792 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.9792 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.9792 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.9792 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.9792 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.9808 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.0056 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.4896 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.4896 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.4896 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.4896 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.4896 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.4896 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.4896 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.4896 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.4896 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.4896 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.4896 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.4896 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.5288 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.136 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.9792 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.9792 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.9792 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.9792 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.9792 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.9792 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.9792 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.9792 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.9792 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.9792 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.9792 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.9792 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.9808 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.0056 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.5 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.5 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.5 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.5 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.5 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.5 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.5 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.5 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.5 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.5 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.5 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.5 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.5385 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.1332 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.9792 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.9792 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.9792 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.9792 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.9792 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.9792 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.9792 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.9792 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.9792 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.9792 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.9792 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.9792 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.9808 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.0056 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.4947 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.4947 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.4947 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.4947 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.4947 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.4947 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.4947 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.4947 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.4947 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.4947 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.4947 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.4947 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.5336 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.1346 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.9792 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.9792 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.9792 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.9792 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.9792 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.9792 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.9792 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.9792 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.9792 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.9792 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.9792 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.9792 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.9808 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.0056 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.5 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.5 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.5 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.5 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.5 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.5 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.5 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.5 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.5 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.5 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.5 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.5 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.5385 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.1332 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.0208 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.0208 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.0208 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.0208 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.0208 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.0208 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.0208 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.0208 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.0208 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.0208 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.0208 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.0208 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.0962 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.2609 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.0208 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.0208 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.0208 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.0208 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.0208 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.0208 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.0208 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.0208 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.0208 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.0208 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.0208 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.0208 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.0192 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.0056 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.057999 | 0:00:00.009017 | 0:00:00.057999 |\n", "| 3 | 0.0 | 0:00:00.060021 | 0:00:00.008960 | 0:00:00.060021 |\n", "| 5 | 0.0 | 0:00:00.061034 | 0:00:00.009007 | 0:00:00.061034 |\n", "| 7 | 0.0 | 0:00:00.067996 | 0:00:00.008966 | 0:00:00.067996 |\n", "| 9 | 0.0 | 0:00:00.061031 | 0:00:00.009000 | 0:00:00.061031 |\n", "| 11 | 0.0 | 0:00:00.063969 | 0:00:00.010000 | 0:00:00.063969 |\n", "| 13 | 0.0 | 0:00:00.063997 | 0:00:00.012004 | 0:00:00.063997 |\n", "| 15 | 0.0 | 0:00:00.062997 | 0:00:00.010002 | 0:00:00.062997 |\n", "| 17 | 0.0 | 0:00:00.062999 | 0:00:00.010000 | 0:00:00.062999 |\n", "| 19 | 0.0 | 0:00:00.067002 | 0:00:00.009998 | 0:00:00.067002 |\n", "| 21 | 0.0 | 0:00:00.064999 | 0:00:00.011001 | 0:00:00.064999 |\n", "| 23 | 0.0 | 0:00:00.065002 | 0:00:00.011000 | 0:00:00.065002 |\n", "| 25 | 0.0 | 0:00:00.069001 | 0:00:00.009998 | 0:00:00.069001 |\n", "| Average | 0.0769 | 0:00:00.063696 | 0:00:00.009919 | 0:00:00.036808 |\n", "| Std Dev. | 0.2665 | 0.003066631669455061 | 0.0009213009857583883 | 0.026983440296884046 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9633 | 0.02 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.9673 | 0.0099 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.9673 | 0.0099 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.9673 | 0.0099 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.9673 | 0.0099 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.9673 | 0.0099 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.9673 | 0.0099 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.9673 | 0.0099 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.9673 | 0.0099 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.9673 | 0.0099 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.9673 | 0.0099 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.9673 | 0.0099 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.9673 | 0.0099 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.967 | 0.0107 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0011 | 0.0027 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6298 | 0.2034 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.4836 | 0.0049 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.4836 | 0.0049 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.4836 | 0.0049 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.4836 | 0.0049 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.4836 | 0.0049 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.4836 | 0.0049 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.4836 | 0.0049 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.4836 | 0.0049 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.4836 | 0.0049 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.4836 | 0.0049 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.4836 | 0.0049 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.4836 | 0.0049 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.4949 | 0.0202 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0389 | 0.0529 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9633 | 0.02 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.9673 | 0.0099 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.9673 | 0.0099 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.9673 | 0.0099 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.9673 | 0.0099 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.9673 | 0.0099 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.9673 | 0.0099 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.9673 | 0.0099 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.9673 | 0.0099 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.9673 | 0.0099 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.9673 | 0.0099 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.9673 | 0.0099 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.9673 | 0.0099 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.967 | 0.0107 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0011 | 0.0027 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6915 | 0.2391 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.5 | 0.0 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.5147 | 0.0184 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.051 | 0.0637 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9633 | 0.02 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.9673 | 0.0099 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.9673 | 0.0099 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.9673 | 0.0099 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.9673 | 0.0099 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.9673 | 0.0099 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.9673 | 0.0099 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.9673 | 0.0099 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.9673 | 0.0099 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.9673 | 0.0099 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.9673 | 0.0099 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.9673 | 0.0099 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.9673 | 0.0099 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.967 | 0.0107 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0011 | 0.0027 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6476 | 0.2068 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.4917 | 0.0026 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.4917 | 0.0026 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.4917 | 0.0026 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.4917 | 0.0026 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.4917 | 0.0026 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.4917 | 0.0026 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.4917 | 0.0026 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.4917 | 0.0026 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.4917 | 0.0026 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.4917 | 0.0026 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.4917 | 0.0026 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.4917 | 0.0026 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.5037 | 0.0183 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0416 | 0.0544 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9633 | 0.02 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.9673 | 0.0099 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.9673 | 0.0099 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.9673 | 0.0099 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.9673 | 0.0099 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.9673 | 0.0099 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.9673 | 0.0099 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.9673 | 0.0099 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.9673 | 0.0099 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.9673 | 0.0099 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.9673 | 0.0099 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.9673 | 0.0099 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.9673 | 0.0099 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.967 | 0.0107 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0011 | 0.0027 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6915 | 0.2391 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.5 | 0.0 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.5147 | 0.0184 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.051 | 0.0637 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3004 | 0.3775 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.0327 | 0.0099 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.0327 | 0.0099 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.0327 | 0.0099 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.0327 | 0.0099 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.0327 | 0.0099 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.0327 | 0.0099 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.0327 | 0.0099 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.0327 | 0.0099 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.0327 | 0.0099 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.0327 | 0.0099 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.0327 | 0.0099 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.0327 | 0.0099 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.0533 | 0.0382 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0713 | 0.098 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0367 | 0.02 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.0327 | 0.0099 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.0327 | 0.0099 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.0327 | 0.0099 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.0327 | 0.0099 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.0327 | 0.0099 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.0327 | 0.0099 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.0327 | 0.0099 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.0327 | 0.0099 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.0327 | 0.0099 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.0327 | 0.0099 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.0327 | 0.0099 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.0327 | 0.0099 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.033 | 0.0107 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.0011 | 0.0027 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3935 | 0.4821 | 0:00:00.061820 | 0:00:00.008998 | 0:00:00.070818 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.061002 | 0:00:00.009787 | 0:00:00.070789 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.063411 | 0:00:00.009795 | 0:00:00.073206 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.067606 | 0:00:00.010381 | 0:00:00.077986 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.066606 | 0:00:00.010207 | 0:00:00.076812 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.067393 | 0:00:00.010201 | 0:00:00.077595 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.064606 | 0:00:00.010401 | 0:00:00.075007 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.064399 | 0:00:00.010394 | 0:00:00.074793 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.066806 | 0:00:00.010200 | 0:00:00.077006 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.065801 | 0:00:00.009807 | 0:00:00.075607 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.064989 | 0:00:00.010597 | 0:00:00.075586 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.065401 | 0:00:00.010595 | 0:00:00.075995 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.066400 | 0:00:00.009799 | 0:00:00.076199 |\n", "| Average | 0.0303 | 0.0371 | 0:00:00.065095 | 0:00:00.010089 | 0:00:00.075185 |\n", "| Std Dev. | 0.1049 | 0.1285 | 0.001963767 | 0.0004260798 | 0.0022212057 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'shuttle-6_vs_2-3'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 0.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 0.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 0.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 0.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 0.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 0.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 0.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 0.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 0.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 0.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 0.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 0.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 0.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.081000 | 0:00:00.009000 | 0:00:00.081000 |\n", "| 3 | 1.0 | 0:00:00.060003 | 0:00:00.008000 | 0:00:00.060003 |\n", "| 5 | 1.0 | 0:00:00.058997 | 0:00:00.009034 | 0:00:00.058997 |\n", "| 7 | 1.0 | 0:00:00.061966 | 0:00:00.010000 | 0:00:00.061966 |\n", "| 9 | 1.0 | 0:00:00.069000 | 0:00:00.009003 | 0:00:00.069000 |\n", "| 11 | 1.0 | 0:00:00.060033 | 0:00:00.008964 | 0:00:00.060033 |\n", "| 13 | 1.0 | 0:00:00.060034 | 0:00:00.009995 | 0:00:00.060034 |\n", "| 15 | 1.0 | 0:00:00.058970 | 0:00:00.010001 | 0:00:00.058970 |\n", "| 17 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| 19 | 1.0 | 0:00:00.061001 | 0:00:00.008998 | 0:00:00.061001 |\n", "| 21 | 1.0 | 0:00:00.062000 | 0:00:00.009000 | 0:00:00.062000 |\n", "| 23 | 1.0 | 0:00:00.062048 | 0:00:00.009987 | 0:00:00.062048 |\n", "| 25 | 1.0 | 0:00:00.060965 | 0:00:00.011007 | 0:00:00.060965 |\n", "| Average | 1.0 | 0:00:00.063155 | 0:00:00.009461 | 0:00:00.036308 |\n", "| Std Dev. | 0.0 | 0.005775499298354676 | 0.0007461147329529613 | 0.027161086357073295 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 0.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 0.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 0.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 0.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 0.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 0.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 0.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 0.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 0.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 0.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 0.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 0.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 0.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.059000 | 0:00:00.008001 | 0:00:00.059000 |\n", "| 3 | 1.0 | 0:00:00.060999 | 0:00:00.008000 | 0:00:00.060999 |\n", "| 5 | 1.0 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 7 | 1.0 | 0:00:00.069000 | 0:00:00.009001 | 0:00:00.069000 |\n", "| 9 | 1.0 | 0:00:00.059997 | 0:00:00.009000 | 0:00:00.059997 |\n", "| 11 | 1.0 | 0:00:00.061001 | 0:00:00.007999 | 0:00:00.061001 |\n", "| 13 | 1.0 | 0:00:00.061002 | 0:00:00.008999 | 0:00:00.061002 |\n", "| 15 | 1.0 | 0:00:00.060999 | 0:00:00.010031 | 0:00:00.060999 |\n", "| 17 | 1.0 | 0:00:00.061969 | 0:00:00.010002 | 0:00:00.061969 |\n", "| 19 | 1.0 | 0:00:00.060998 | 0:00:00.009001 | 0:00:00.060998 |\n", "| 21 | 1.0 | 0:00:00.065001 | 0:00:00.010000 | 0:00:00.065001 |\n", "| 23 | 1.0 | 0:00:00.060998 | 0:00:00.010000 | 0:00:00.060998 |\n", "| 25 | 1.0 | 0:00:00.062004 | 0:00:00.009996 | 0:00:00.062004 |\n", "| Average | 1.0 | 0:00:00.061767 | 0:00:00.009156 | 0:00:00.035461 |\n", "| Std Dev. | 0.0 | 0.002485543727496998 | 0.0007717635770618046 | 0.026369558725998044 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 0.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 0.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 0.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 0.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 0.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 0.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 0.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 0.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 0.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 0.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 0.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 0.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 0.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.060033 | 0:00:00.007998 | 0:00:00.060033 |\n", "| 3 | 1.0 | 0:00:00.059966 | 0:00:00.009001 | 0:00:00.059966 |\n", "| 5 | 1.0 | 0:00:00.065002 | 0:00:00.009001 | 0:00:00.065002 |\n", "| 7 | 1.0 | 0:00:00.061996 | 0:00:00.008034 | 0:00:00.061996 |\n", "| 9 | 1.0 | 0:00:00.060004 | 0:00:00.008998 | 0:00:00.060004 |\n", "| 11 | 1.0 | 0:00:00.058998 | 0:00:00.009000 | 0:00:00.058998 |\n", "| 13 | 1.0 | 0:00:00.062969 | 0:00:00.010028 | 0:00:00.062969 |\n", "| 15 | 1.0 | 0:00:00.059005 | 0:00:00.009000 | 0:00:00.059005 |\n", "| 17 | 1.0 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| 19 | 1.0 | 0:00:00.061000 | 0:00:00.008970 | 0:00:00.061000 |\n", "| 21 | 1.0 | 0:00:00.062031 | 0:00:00.009965 | 0:00:00.062031 |\n", "| 23 | 1.0 | 0:00:00.063004 | 0:00:00.009999 | 0:00:00.063004 |\n", "| 25 | 1.0 | 0:00:00.061998 | 0:00:00.009000 | 0:00:00.061998 |\n", "| Average | 1.0 | 0:00:00.061231 | 0:00:00.009076 | 0:00:00.035154 |\n", "| Std Dev. | 0.0 | 0.0017153646575198743 | 0.0006106119108273241 | 0.026109144712306888 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 0.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 0.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 0.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 0.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 0.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 0.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 0.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 0.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 0.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 0.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 0.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 0.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 0.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.061999 | 0:00:00.008000 | 0:00:00.061999 |\n", "| 3 | 1.0 | 0:00:00.074001 | 0:00:00.009000 | 0:00:00.074001 |\n", "| 5 | 1.0 | 0:00:00.081998 | 0:00:00.009000 | 0:00:00.081998 |\n", "| 7 | 1.0 | 0:00:00.066002 | 0:00:00.010001 | 0:00:00.066002 |\n", "| 9 | 1.0 | 0:00:00.067999 | 0:00:00.011998 | 0:00:00.067999 |\n", "| 11 | 1.0 | 0:00:00.066003 | 0:00:00.009999 | 0:00:00.066003 |\n", "| 13 | 1.0 | 0:00:00.064032 | 0:00:00.008970 | 0:00:00.064032 |\n", "| 15 | 1.0 | 0:00:00.062037 | 0:00:00.009959 | 0:00:00.062037 |\n", "| 17 | 1.0 | 0:00:00.062001 | 0:00:00.010001 | 0:00:00.062001 |\n", "| 19 | 1.0 | 0:00:00.061035 | 0:00:00.009963 | 0:00:00.061035 |\n", "| 21 | 1.0 | 0:00:00.061002 | 0:00:00.010999 | 0:00:00.061002 |\n", "| 23 | 1.0 | 0:00:00.064006 | 0:00:00.009996 | 0:00:00.064006 |\n", "| 25 | 1.0 | 0:00:00.064999 | 0:00:00.010001 | 0:00:00.064999 |\n", "| Average | 1.0 | 0:00:00.065932 | 0:00:00.009837 | 0:00:00.037885 |\n", "| Std Dev. | 0.0 | 0.005751826181775059 | 0.0009492575557691473 | 0.028348517858189398 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.9783 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.9783 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.9783 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.9783 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.9783 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.9783 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.9783 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.9783 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.9783 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.9849 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.01 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.9889 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.9889 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.9889 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.9889 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.9889 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.9889 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.9889 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.9889 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.9889 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.9923 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.0051 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.9783 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.9783 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.9783 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.9783 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.9783 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.9783 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.9783 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.9783 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.9783 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.9849 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.01 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.75 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.75 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.75 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.75 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.75 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.75 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.75 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.75 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.75 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.8269 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.1154 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.9783 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.9783 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.9783 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.9783 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.9783 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.9783 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.9783 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.9783 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.9783 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.9849 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.01 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.8277 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.8277 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.8277 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.8277 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.8277 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.8277 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.8277 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.8277 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.8277 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.8807 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.0795 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.9783 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.9783 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.9783 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.9783 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.9783 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.9783 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.9783 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.9783 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.9783 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.9849 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.01 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.75 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.75 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.75 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.75 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.75 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.75 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.75 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.75 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.75 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.8269 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.1154 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.5217 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.5217 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.5217 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.5217 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.5217 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.5217 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.5217 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.5217 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.5217 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.6689 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.2207 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 0.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 0.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 0.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.0217 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.0217 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.0217 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.0217 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.0217 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.0217 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.0217 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.0217 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.0217 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.0151 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.01 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.059999 | 0:00:00.009002 | 0:00:00.059999 |\n", "| 3 | 1.0 | 0:00:00.060033 | 0:00:00.007967 | 0:00:00.060033 |\n", "| 5 | 1.0 | 0:00:00.063998 | 0:00:00.010003 | 0:00:00.063998 |\n", "| 7 | 1.0 | 0:00:00.060000 | 0:00:00.009000 | 0:00:00.060000 |\n", "| 9 | 0.7071 | 0:00:00.059999 | 0:00:00.010000 | 0:00:00.059999 |\n", "| 11 | 0.7071 | 0:00:00.059999 | 0:00:00.009001 | 0:00:00.059999 |\n", "| 13 | 0.7071 | 0:00:00.074999 | 0:00:00.010002 | 0:00:00.074999 |\n", "| 15 | 0.7071 | 0:00:00.059998 | 0:00:00.010000 | 0:00:00.059998 |\n", "| 17 | 0.7071 | 0:00:00.062001 | 0:00:00.009000 | 0:00:00.062001 |\n", "| 19 | 0.7071 | 0:00:00.060998 | 0:00:00.009000 | 0:00:00.060998 |\n", "| 21 | 0.7071 | 0:00:00.065000 | 0:00:00.010000 | 0:00:00.065000 |\n", "| 23 | 0.7071 | 0:00:00.061002 | 0:00:00.010000 | 0:00:00.061002 |\n", "| 25 | 0.7071 | 0:00:00.072999 | 0:00:00.009999 | 0:00:00.072999 |\n", "| Average | 0.7972 | 0:00:00.063156 | 0:00:00.009460 | 0:00:00.036308 |\n", "| Std Dev. | 0.1352 | 0.004894688916809261 | 0.000640259284213805 | 0.02707409615615643 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9957 | 0.0087 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9957 | 0.0087 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9957 | 0.0087 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9957 | 0.0087 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9957 | 0.0087 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9957 | 0.0087 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9957 | 0.0087 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9957 | 0.0087 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9957 | 0.0087 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.997 | 0.006 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.002 | 0.004 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9978 | 0.0044 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9978 | 0.0044 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9978 | 0.0044 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9978 | 0.0044 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9978 | 0.0044 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9978 | 0.0044 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9978 | 0.0044 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9978 | 0.0044 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9978 | 0.0044 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.9985 | 0.0031 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.001 | 0.0021 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9957 | 0.0087 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9957 | 0.0087 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9957 | 0.0087 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9957 | 0.0087 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9957 | 0.0087 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9957 | 0.0087 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9957 | 0.0087 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9957 | 0.0087 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9957 | 0.0087 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.997 | 0.006 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.002 | 0.004 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.95 | 0.1 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.95 | 0.1 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.95 | 0.1 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.95 | 0.1 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.95 | 0.1 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.95 | 0.1 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.95 | 0.1 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.95 | 0.1 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.95 | 0.1 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.9654 | 0.0692 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.0231 | 0.0462 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9957 | 0.0087 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9957 | 0.0087 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9957 | 0.0087 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9957 | 0.0087 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9957 | 0.0087 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9957 | 0.0087 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9957 | 0.0087 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9957 | 0.0087 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9957 | 0.0087 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.997 | 0.006 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.002 | 0.004 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9655 | 0.0689 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9655 | 0.0689 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9655 | 0.0689 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9655 | 0.0689 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9655 | 0.0689 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9655 | 0.0689 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9655 | 0.0689 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9655 | 0.0689 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9655 | 0.0689 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.9761 | 0.0477 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.0159 | 0.0318 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9957 | 0.0087 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9957 | 0.0087 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9957 | 0.0087 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9957 | 0.0087 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9957 | 0.0087 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9957 | 0.0087 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9957 | 0.0087 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9957 | 0.0087 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9957 | 0.0087 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.997 | 0.006 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.002 | 0.004 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.95 | 0.1 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.95 | 0.1 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.95 | 0.1 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.95 | 0.1 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.95 | 0.1 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.95 | 0.1 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.95 | 0.1 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.95 | 0.1 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.95 | 0.1 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.9654 | 0.0692 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.0231 | 0.0462 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9043 | 0.1913 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9043 | 0.1913 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9043 | 0.1913 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9043 | 0.1913 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9043 | 0.1913 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9043 | 0.1913 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9043 | 0.1913 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9043 | 0.1913 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9043 | 0.1913 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.9338 | 0.1324 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.0441 | 0.0883 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.0043 | 0.0087 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.0043 | 0.0087 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.0043 | 0.0087 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.0043 | 0.0087 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.0043 | 0.0087 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.0043 | 0.0087 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.0043 | 0.0087 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.0043 | 0.0087 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.0043 | 0.0087 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.003 | 0.006 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.002 | 0.004 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.064406 | 0:00:00.008400 | 0:00:00.072806 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.063000 | 0:00:00.008394 | 0:00:00.071394 |\n", "| 5 | 1.0 | 0.0 | 0:00:00.065999 | 0:00:00.009208 | 0:00:00.075207 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.063793 | 0:00:00.009207 | 0:00:00.073000 |\n", "| 9 | 0.9414 | 0.1172 | 0:00:00.063400 | 0:00:00.009800 | 0:00:00.073200 |\n", "| 11 | 0.9414 | 0.1172 | 0:00:00.061207 | 0:00:00.008992 | 0:00:00.070199 |\n", "| 13 | 0.9414 | 0.1172 | 0:00:00.064607 | 0:00:00.009599 | 0:00:00.074206 |\n", "| 15 | 0.9414 | 0.1172 | 0:00:00.060202 | 0:00:00.009798 | 0:00:00.070000 |\n", "| 17 | 0.9414 | 0.1172 | 0:00:00.062194 | 0:00:00.009601 | 0:00:00.071795 |\n", "| 19 | 0.9414 | 0.1172 | 0:00:00.061006 | 0:00:00.009186 | 0:00:00.070193 |\n", "| 21 | 0.9414 | 0.1172 | 0:00:00.063007 | 0:00:00.009993 | 0:00:00.073000 |\n", "| 23 | 0.9414 | 0.1172 | 0:00:00.062212 | 0:00:00.009996 | 0:00:00.072208 |\n", "| 25 | 0.9414 | 0.1172 | 0:00:00.064593 | 0:00:00.010001 | 0:00:00.074593 |\n", "| Average | 0.9594 | 0.0811 | 0:00:00.063048 | 0:00:00.009398 | 0:00:00.072446 |\n", "| Std Dev. | 0.027 | 0.0541 | 0.0015966592 | 0.0005380961 | 0.0016251839 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'shuttle-c0-vs-c4'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 0.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 0.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 0.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 0.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 0.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 0.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 0.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 0.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 0.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 0.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 0.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 0.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 0.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+-----+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:02.997965 | 0:00:00.067000 | 0:00:02.997965 |\n", "| 3 | 1.0 | 0:00:03.073029 | 0:00:00.068006 | 0:00:03.073029 |\n", "| 5 | 1.0 | 0:00:03.167966 | 0:00:00.068035 | 0:00:03.167966 |\n", "| 7 | 1.0 | 0:00:03.217963 | 0:00:00.071001 | 0:00:03.217963 |\n", "| 9 | 1.0 | 0:00:03.178033 | 0:00:00.072970 | 0:00:03.178033 |\n", "| 11 | 1.0 | 0:00:03.307997 | 0:00:00.072999 | 0:00:03.307997 |\n", "| 13 | 1.0 | 0:00:03.173027 | 0:00:00.072006 | 0:00:03.173027 |\n", "| 15 | 1.0 | 0:00:03.316972 | 0:00:00.077034 | 0:00:03.316972 |\n", "| 17 | 1.0 | 0:00:03.185002 | 0:00:00.074999 | 0:00:03.185002 |\n", "| 19 | 1.0 | 0:00:03.196965 | 0:00:00.077033 | 0:00:03.196965 |\n", "| 21 | 1.0 | 0:00:03.410002 | 0:00:00.077001 | 0:00:03.410002 |\n", "| 23 | 1.0 | 0:00:03.204963 | 0:00:00.079034 | 0:00:03.204963 |\n", "| 25 | 1.0 | 0:00:03.212996 | 0:00:00.083000 | 0:00:03.212996 |\n", "| Average | 1.0 | 0:00:03.203298 | 0:00:00.073855 | 0:00:01.638577 |\n", "| Std Dev. | 0.0 | 0.09970412599726848 | 0.004557425241015612 | 1.5663123544745123 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+--------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+--------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----------------------+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+--------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+--------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 0.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 0.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 0.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 0.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 0.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 0.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 0.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 0.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 0.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 0.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 0.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 0.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 0.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+-----+--------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.329031 | 0:00:00.066000 | 0:00:03.329031 |\n", "| 3 | 1.0 | 0:00:03.188007 | 0:00:00.067993 | 0:00:03.188007 |\n", "| 5 | 1.0 | 0:00:03.289966 | 0:00:00.068034 | 0:00:03.289966 |\n", "| 7 | 1.0 | 0:00:03.182968 | 0:00:00.071027 | 0:00:03.182968 |\n", "| 9 | 1.0 | 0:00:03.221004 | 0:00:00.068970 | 0:00:03.221004 |\n", "| 11 | 1.0 | 0:00:03.291998 | 0:00:00.072030 | 0:00:03.291998 |\n", "| 13 | 1.0 | 0:00:03.265969 | 0:00:00.074039 | 0:00:03.265969 |\n", "| 15 | 1.0 | 0:00:03.258996 | 0:00:00.075999 | 0:00:03.258996 |\n", "| 17 | 1.0 | 0:00:03.384966 | 0:00:00.078001 | 0:00:03.384966 |\n", "| 19 | 1.0 | 0:00:03.370999 | 0:00:00.078000 | 0:00:03.370999 |\n", "| 21 | 1.0 | 0:00:03.428000 | 0:00:00.078001 | 0:00:03.428000 |\n", "| 23 | 1.0 | 0:00:03.466999 | 0:00:00.085001 | 0:00:03.466999 |\n", "| 25 | 1.0 | 0:00:03.494000 | 0:00:00.098001 | 0:00:03.494000 |\n", "| Average | 1.0 | 0:00:03.320993 | 0:00:00.075469 | 0:00:01.698231 |\n", "| Std Dev. | 0.0 | 0.0979663066189293 | 0.008296099396778663 | 1.624250251856861 |\n", "+----------+--------+--------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9973 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9973 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9973 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9973 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9973 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9973 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9973 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9973 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9973 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9973 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9973 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9973 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9973 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9973 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9985 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9985 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9985 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9985 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9985 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9985 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9985 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9985 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9985 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9985 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9985 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9985 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9985 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9985 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9973 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9973 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9973 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9973 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9973 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9973 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9973 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9973 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9973 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9973 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9973 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9973 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9973 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9973 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.98 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.98 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.98 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.98 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.98 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.98 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.98 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.98 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.98 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.98 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.98 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.98 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.98 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.98 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9973 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9973 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9973 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9973 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9973 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9973 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9973 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9973 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9973 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9973 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9973 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9973 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9973 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9973 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9891 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9891 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9891 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9891 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9891 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9891 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9891 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9891 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9891 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9891 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9891 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9891 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9891 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9891 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9973 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9973 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9973 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9973 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9973 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9973 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9973 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9973 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9973 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9973 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9973 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9973 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9973 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9973 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+------+--------------------+----------------------+--------------------+\n", "| 1 | 0.98 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.98 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.98 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.98 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.98 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.98 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.98 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.98 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.98 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.98 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.98 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.98 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.98 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.98 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9627 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9627 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9627 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9627 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9627 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9627 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9627 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9627 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9627 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9627 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9627 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9627 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9627 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9627 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0027 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.0027 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.0027 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.0027 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.0027 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.0027 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.0027 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.0027 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.0027 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.0027 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.0027 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.0027 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.0027 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.0027 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:03.250034 | 0:00:00.065002 | 0:00:03.250034 |\n", "| 3 | 0.9798 | 0:00:03.267963 | 0:00:00.067000 | 0:00:03.267963 |\n", "| 5 | 0.9798 | 0:00:03.318008 | 0:00:00.069025 | 0:00:03.318008 |\n", "| 7 | 0.9798 | 0:00:03.382969 | 0:00:00.072999 | 0:00:03.382969 |\n", "| 9 | 0.9798 | 0:00:03.343035 | 0:00:00.072967 | 0:00:03.343035 |\n", "| 11 | 0.9798 | 0:00:03.388033 | 0:00:00.072993 | 0:00:03.388033 |\n", "| 13 | 0.9798 | 0:00:03.342000 | 0:00:00.074001 | 0:00:03.342000 |\n", "| 15 | 0.9798 | 0:00:03.399971 | 0:00:00.078999 | 0:00:03.399971 |\n", "| 17 | 0.9798 | 0:00:03.426518 | 0:00:00.078001 | 0:00:03.426518 |\n", "| 19 | 0.9798 | 0:00:03.513003 | 0:00:00.080998 | 0:00:03.513003 |\n", "| 21 | 0.9798 | 0:00:03.783999 | 0:00:00.085035 | 0:00:03.783999 |\n", "| 23 | 0.9798 | 0:00:03.863964 | 0:00:00.082999 | 0:00:03.863964 |\n", "| 25 | 0.9798 | 0:00:03.773002 | 0:00:00.099999 | 0:00:03.773002 |\n", "| Average | 0.9798 | 0:00:03.465577 | 0:00:00.076924 | 0:00:01.771251 |\n", "| Std Dev. | 0.0 | 0.1986696304816596 | 0.008837502686804511 | 1.7001514930646282 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+---------------------+--------------------+\n", "| 1 | 0.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 0.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 0.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 0.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 0.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 0.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 0.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 0.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 0.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 0.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 0.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 0.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 0.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 0.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+-----+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 1 | 1.0 | 0:00:04.028000 | 0:00:00.080002 | 0:00:04.028000 |\n", "| 3 | 1.0 | 0:00:03.954999 | 0:00:00.081003 | 0:00:03.954999 |\n", "| 5 | 1.0 | 0:00:03.830997 | 0:00:00.079002 | 0:00:03.830997 |\n", "| 7 | 1.0 | 0:00:03.740997 | 0:00:00.071034 | 0:00:03.740997 |\n", "| 9 | 1.0 | 0:00:03.489965 | 0:00:00.072002 | 0:00:03.489965 |\n", "| 11 | 1.0 | 0:00:03.474998 | 0:00:00.075000 | 0:00:03.474998 |\n", "| 13 | 1.0 | 0:00:03.848034 | 0:00:00.076966 | 0:00:03.848034 |\n", "| 15 | 1.0 | 0:00:03.488002 | 0:00:00.080998 | 0:00:03.488002 |\n", "| 17 | 1.0 | 0:00:03.514000 | 0:00:00.085000 | 0:00:03.514000 |\n", "| 19 | 1.0 | 0:00:03.506033 | 0:00:00.079971 | 0:00:03.506033 |\n", "| 21 | 1.0 | 0:00:03.417998 | 0:00:00.077033 | 0:00:03.417998 |\n", "| 23 | 1.0 | 0:00:03.510965 | 0:00:00.089000 | 0:00:03.510965 |\n", "| 25 | 1.0 | 0:00:03.772003 | 0:00:00.088996 | 0:00:03.772003 |\n", "| Average | 1.0 | 0:00:03.659769 | 0:00:00.079693 | 0:00:01.869731 |\n", "| Std Dev. | 0.0 | 0.20089581990870017 | 0.00537851659605099 | 1.7956697003064293 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 0.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 0.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 0.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 0.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 0.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 0.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 0.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 0.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 0.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 0.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 0.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 0.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 0.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+-----+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 1.0 | 0:00:03.433999 | 0:00:00.071000 | 0:00:03.433999 |\n", "| 3 | 1.0 | 0:00:03.292033 | 0:00:00.069968 | 0:00:03.292033 |\n", "| 5 | 1.0 | 0:00:03.246005 | 0:00:00.071002 | 0:00:03.246005 |\n", "| 7 | 1.0 | 0:00:03.367991 | 0:00:00.071000 | 0:00:03.367991 |\n", "| 9 | 1.0 | 0:00:03.416000 | 0:00:00.077004 | 0:00:03.416000 |\n", "| 11 | 1.0 | 0:00:03.770998 | 0:00:00.123999 | 0:00:03.770998 |\n", "| 13 | 1.0 | 0:00:04.862000 | 0:00:00.085001 | 0:00:04.862000 |\n", "| 15 | 1.0 | 0:00:04.367002 | 0:00:00.090007 | 0:00:04.367002 |\n", "| 17 | 1.0 | 0:00:03.618992 | 0:00:00.081000 | 0:00:03.618992 |\n", "| 19 | 1.0 | 0:00:03.593033 | 0:00:00.082968 | 0:00:03.593033 |\n", "| 21 | 1.0 | 0:00:03.682000 | 0:00:00.084998 | 0:00:03.682000 |\n", "| 23 | 1.0 | 0:00:03.532001 | 0:00:00.083035 | 0:00:03.532001 |\n", "| 25 | 1.0 | 0:00:03.526968 | 0:00:00.091036 | 0:00:03.526968 |\n", "| Average | 1.0 | 0:00:03.669924 | 0:00:00.083232 | 0:00:01.876578 |\n", "| Std Dev. | 0.0 | 0.43845003199427535 | 0.013710369108306957 | 1.819973555155496 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.0011 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9995 | 0.0011 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9995 | 0.0011 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9995 | 0.0011 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9995 | 0.0011 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9995 | 0.0011 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9995 | 0.0011 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9995 | 0.0011 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9995 | 0.0011 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9995 | 0.0011 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9995 | 0.0011 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9995 | 0.0011 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9995 | 0.0011 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9995 | 0.0011 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9997 | 0.0006 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9997 | 0.0006 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9997 | 0.0006 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9997 | 0.0006 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9997 | 0.0006 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9997 | 0.0006 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9997 | 0.0006 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9997 | 0.0006 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9997 | 0.0006 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9997 | 0.0006 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9997 | 0.0006 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9997 | 0.0006 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9997 | 0.0006 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9997 | 0.0006 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.0011 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9995 | 0.0011 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9995 | 0.0011 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9995 | 0.0011 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9995 | 0.0011 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9995 | 0.0011 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9995 | 0.0011 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9995 | 0.0011 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9995 | 0.0011 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9995 | 0.0011 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9995 | 0.0011 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9995 | 0.0011 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9995 | 0.0011 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9995 | 0.0011 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+-------+----------------+----------------+----------------+\n", "| 1 | 0.996 | 0.008 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.996 | 0.008 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.996 | 0.008 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.996 | 0.008 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.996 | 0.008 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.996 | 0.008 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.996 | 0.008 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.996 | 0.008 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.996 | 0.008 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.996 | 0.008 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.996 | 0.008 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.996 | 0.008 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.996 | 0.008 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.996 | 0.008 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+--------+-------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.0011 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9995 | 0.0011 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9995 | 0.0011 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9995 | 0.0011 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9995 | 0.0011 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9995 | 0.0011 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9995 | 0.0011 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9995 | 0.0011 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9995 | 0.0011 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9995 | 0.0011 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9995 | 0.0011 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9995 | 0.0011 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9995 | 0.0011 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9995 | 0.0011 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9978 | 0.0044 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9978 | 0.0044 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9978 | 0.0044 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9978 | 0.0044 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9978 | 0.0044 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9978 | 0.0044 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9978 | 0.0044 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9978 | 0.0044 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9978 | 0.0044 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9978 | 0.0044 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9978 | 0.0044 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9978 | 0.0044 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9978 | 0.0044 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9978 | 0.0044 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9995 | 0.0011 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9995 | 0.0011 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9995 | 0.0011 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9995 | 0.0011 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9995 | 0.0011 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9995 | 0.0011 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9995 | 0.0011 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9995 | 0.0011 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9995 | 0.0011 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9995 | 0.0011 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9995 | 0.0011 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9995 | 0.0011 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9995 | 0.0011 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9995 | 0.0011 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-------+-------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+-------+-------+----------------+----------------+----------------+\n", "| 1 | 0.996 | 0.008 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.996 | 0.008 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.996 | 0.008 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.996 | 0.008 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.996 | 0.008 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.996 | 0.008 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.996 | 0.008 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.996 | 0.008 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.996 | 0.008 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.996 | 0.008 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.996 | 0.008 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.996 | 0.008 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.996 | 0.008 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.996 | 0.008 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+-------+-------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9925 | 0.0149 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.9925 | 0.0149 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.9925 | 0.0149 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.9925 | 0.0149 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.9925 | 0.0149 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.9925 | 0.0149 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.9925 | 0.0149 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.9925 | 0.0149 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.9925 | 0.0149 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.9925 | 0.0149 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.9925 | 0.0149 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.9925 | 0.0149 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.9925 | 0.0149 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.9925 | 0.0149 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0005 | 0.0011 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.0005 | 0.0011 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.0005 | 0.0011 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.0005 | 0.0011 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.0005 | 0.0011 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.0005 | 0.0011 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.0005 | 0.0011 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.0005 | 0.0011 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.0005 | 0.0011 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.0005 | 0.0011 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.0005 | 0.0011 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.0005 | 0.0011 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.0005 | 0.0011 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.0005 | 0.0011 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.996 | 0.0081 | 0:00:03.407806 | 0:00:00.069801 | 0:00:03.477606 |\n", "| 3 | 0.996 | 0.0081 | 0:00:03.355206 | 0:00:00.070794 | 0:00:03.426000 |\n", "| 5 | 0.996 | 0.0081 | 0:00:03.370588 | 0:00:00.071020 | 0:00:03.441608 |\n", "| 7 | 0.996 | 0.0081 | 0:00:03.378578 | 0:00:00.071412 | 0:00:03.449990 |\n", "| 9 | 0.996 | 0.0081 | 0:00:03.329607 | 0:00:00.072783 | 0:00:03.402390 |\n", "| 11 | 0.996 | 0.0081 | 0:00:03.446805 | 0:00:00.083404 | 0:00:03.530209 |\n", "| 13 | 0.996 | 0.0081 | 0:00:03.698206 | 0:00:00.076403 | 0:00:03.774609 |\n", "| 15 | 0.996 | 0.0081 | 0:00:03.566189 | 0:00:00.080608 | 0:00:03.646796 |\n", "| 17 | 0.996 | 0.0081 | 0:00:03.425896 | 0:00:00.079400 | 0:00:03.505296 |\n", "| 19 | 0.996 | 0.0081 | 0:00:03.436006 | 0:00:00.079794 | 0:00:03.515800 |\n", "| 21 | 0.996 | 0.0081 | 0:00:03.544400 | 0:00:00.080414 | 0:00:03.624814 |\n", "| 23 | 0.996 | 0.0081 | 0:00:03.515778 | 0:00:00.083814 | 0:00:03.599592 |\n", "| 25 | 0.996 | 0.0081 | 0:00:03.555794 | 0:00:00.092206 | 0:00:03.648000 |\n", "| Average | 0.996 | 0.0081 | 0:00:03.463912 | 0:00:00.077835 | 0:00:03.541747 |\n", "| Std Dev. | 0.0 | 0.0 | 0.1017067208 | 0.006344795 | 0.1053601007 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'shuttle-c2-vs-c4'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.9615 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.997 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0102 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.98 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.9985 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0053 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.9615 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.997 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0102 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.75 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.9808 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0666 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.9615 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.997 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0102 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.8231 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.9864 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0471 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.9615 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.997 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0102 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.75 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.9808 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0666 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.5385 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.9645 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.123 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 0.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.0385 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 0.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 0.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 0.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 0.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 0.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 0.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 0.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 0.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 0.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 0.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.003 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.0102 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.022999 | 0:00:00.004999 | 0:00:00.022999 |\n", "| 3 | 1.0 | 0:00:00.023001 | 0:00:00.005000 | 0:00:00.023001 |\n", "| 5 | 0.7071 | 0:00:00.024000 | 0:00:00.006001 | 0:00:00.024000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.005003 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021997 | 0:00:00.005999 | 0:00:00.021997 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.005969 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.020997 | 0:00:00.006000 | 0:00:00.020997 |\n", "| 15 | 1.0 | 0:00:00.024004 | 0:00:00.006000 | 0:00:00.024004 |\n", "| 17 | 1.0 | 0:00:00.021032 | 0:00:00.006001 | 0:00:00.021032 |\n", "| 19 | 1.0 | 0:00:00.021000 | 0:00:00.005999 | 0:00:00.021000 |\n", "| 21 | 1.0 | 0:00:00.020967 | 0:00:00.005999 | 0:00:00.020967 |\n", "| 23 | 1.0 | 0:00:00.021999 | 0:00:00.005001 | 0:00:00.021999 |\n", "| 25 | 1.0 | 0:00:00.022001 | 0:00:00.005999 | 0:00:00.022001 |\n", "| Average | 0.9775 | 0:00:00.022079 | 0:00:00.005690 | 0:00:00.013885 |\n", "| Std Dev. | 0.078 | 0.001072277959352609 | 0.0004595880232533538 | 0.008236000811681868 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 0.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 0.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 0.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 0.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 0.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 0.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 0.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 0.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 0.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 0.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 0.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 0.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 0.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+-----+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.005001 | 0:00:00.026999 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006001 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.007998 | 0:00:00.028998 |\n", "| 7 | 1.0 | 0:00:00.024003 | 0:00:00.005997 | 0:00:00.024003 |\n", "| 9 | 1.0 | 0:00:00.025002 | 0:00:00.007002 | 0:00:00.025002 |\n", "| 11 | 1.0 | 0:00:00.032001 | 0:00:00.007997 | 0:00:00.032001 |\n", "| 13 | 1.0 | 0:00:00.025999 | 0:00:00.006002 | 0:00:00.025999 |\n", "| 15 | 1.0 | 0:00:00.024998 | 0:00:00.006000 | 0:00:00.024998 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.007000 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.022998 | 0:00:00.007001 | 0:00:00.022998 |\n", "| 21 | 1.0 | 0:00:00.024002 | 0:00:00.006000 | 0:00:00.024002 |\n", "| 23 | 1.0 | 0:00:00.023998 | 0:00:00.007001 | 0:00:00.023998 |\n", "| 25 | 1.0 | 0:00:00.025001 | 0:00:00.010000 | 0:00:00.025001 |\n", "| Average | 1.0 | 0:00:00.025615 | 0:00:00.006846 | 0:00:00.016231 |\n", "| Std Dev. | 0.0 | 0.0023707648620779165 | 0.001230367079131488 | 0.00957276323693413 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+----------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----------------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+--------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+--------------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----------------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----------------------+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 0.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 0.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 0.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 0.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 0.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 0.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 0.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 0.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 0.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 0.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 0.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 0.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 0.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+-----+-----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+--------------------+\n", "| 1 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 3 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 5 | 1.0 | 0:00:00.023008 | 0:00:00.005991 | 0:00:00.023008 |\n", "| 7 | 1.0 | 0:00:00.024001 | 0:00:00.005999 | 0:00:00.024001 |\n", "| 9 | 1.0 | 0:00:00.024001 | 0:00:00.006001 | 0:00:00.024001 |\n", "| 11 | 1.0 | 0:00:00.023999 | 0:00:00.006001 | 0:00:00.023999 |\n", "| 13 | 1.0 | 0:00:00.025002 | 0:00:00.006999 | 0:00:00.025002 |\n", "| 15 | 1.0 | 0:00:00.023999 | 0:00:00.006999 | 0:00:00.023999 |\n", "| 17 | 1.0 | 0:00:00.024002 | 0:00:00.006999 | 0:00:00.024002 |\n", "| 19 | 1.0 | 0:00:00.023001 | 0:00:00.006000 | 0:00:00.023001 |\n", "| 21 | 1.0 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 23 | 1.0 | 0:00:00.023999 | 0:00:00.012000 | 0:00:00.023999 |\n", "| 25 | 1.0 | 0:00:00.028003 | 0:00:00.005999 | 0:00:00.028003 |\n", "| Average | 1.0 | 0:00:00.024386 | 0:00:00.006691 | 0:00:00.015539 |\n", "| Std Dev. | 0.0 | 0.0012113700235925977 | 0.0015879736244424592 | 0.0089592123426418 |\n", "+----------+--------+-----------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 0.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 0.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 0.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 0.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 0.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 0.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 0.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 0.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 0.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 0.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 0.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 0.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.023999 | 0:00:00.004997 | 0:00:00.023999 |\n", "| 3 | 1.0 | 0:00:00.021999 | 0:00:00.006000 | 0:00:00.021999 |\n", "| 5 | 1.0 | 0:00:00.022000 | 0:00:00.006000 | 0:00:00.022000 |\n", "| 7 | 1.0 | 0:00:00.022035 | 0:00:00.004999 | 0:00:00.022035 |\n", "| 9 | 1.0 | 0:00:00.021970 | 0:00:00.005999 | 0:00:00.021970 |\n", "| 11 | 1.0 | 0:00:00.023003 | 0:00:00.006996 | 0:00:00.023003 |\n", "| 13 | 1.0 | 0:00:00.022000 | 0:00:00.005000 | 0:00:00.022000 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006002 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021998 | 0:00:00.006000 | 0:00:00.021998 |\n", "| 19 | 1.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.022001 |\n", "| 21 | 1.0 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 23 | 1.0 | 0:00:00.025005 | 0:00:00.005997 | 0:00:00.025005 |\n", "| 25 | 1.0 | 0:00:00.022997 | 0:00:00.006000 | 0:00:00.022997 |\n", "| Average | 1.0 | 0:00:00.022385 | 0:00:00.005846 | 0:00:00.014115 |\n", "| Std Dev. | 0.0 | 0.001077921868169318 | 0.0005328445660336478 | 0.008313289184968368 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 0.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 0.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 0.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 0.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 0.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 0.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 0.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 0.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 0.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 0.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 0.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 0.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 0.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.021997 | 0:00:00.005000 | 0:00:00.021997 |\n", "| 3 | 1.0 | 0:00:00.021002 | 0:00:00.004998 | 0:00:00.021002 |\n", "| 5 | 1.0 | 0:00:00.021000 | 0:00:00.005006 | 0:00:00.021000 |\n", "| 7 | 1.0 | 0:00:00.020999 | 0:00:00.004998 | 0:00:00.020999 |\n", "| 9 | 1.0 | 0:00:00.022001 | 0:00:00.005998 | 0:00:00.022001 |\n", "| 11 | 1.0 | 0:00:00.020999 | 0:00:00.006000 | 0:00:00.020999 |\n", "| 13 | 1.0 | 0:00:00.024003 | 0:00:00.004999 | 0:00:00.024003 |\n", "| 15 | 1.0 | 0:00:00.020998 | 0:00:00.006000 | 0:00:00.020998 |\n", "| 17 | 1.0 | 0:00:00.021000 | 0:00:00.004999 | 0:00:00.021000 |\n", "| 19 | 1.0 | 0:00:00.021003 | 0:00:00.005000 | 0:00:00.021003 |\n", "| 21 | 1.0 | 0:00:00.021998 | 0:00:00.005001 | 0:00:00.021998 |\n", "| 23 | 1.0 | 0:00:00.020999 | 0:00:00.005001 | 0:00:00.020999 |\n", "| 25 | 1.0 | 0:00:00.020999 | 0:00:00.005002 | 0:00:00.020999 |\n", "| Average | 1.0 | 0:00:00.021461 | 0:00:00.005231 | 0:00:00.013346 |\n", "| Std Dev. | 0.0 | 0.0008431600051763607 | 0.0004208668974608575 | 0.008142465785294267 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9923 | 0.0154 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9994 | 0.0012 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.002 | 0.0041 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.996 | 0.008 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9997 | 0.0006 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.0011 | 0.0021 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9923 | 0.0154 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9994 | 0.0012 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.002 | 0.0041 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.95 | 0.1 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9962 | 0.0077 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.0133 | 0.0266 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9923 | 0.0154 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9994 | 0.0012 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.002 | 0.0041 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9646 | 0.0707 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9973 | 0.0054 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.0094 | 0.0189 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9923 | 0.0154 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9994 | 0.0012 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.002 | 0.0041 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.95 | 0.1 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9962 | 0.0077 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.0133 | 0.0266 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9077 | 0.1846 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9929 | 0.0142 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.0246 | 0.0492 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.0077 | 0.0154 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.0006 | 0.0012 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.002 | 0.0041 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 1.0 | 0.0 | 0:00:00.023999 | 0:00:00.005200 | 0:00:00.029199 |\n", "| 3 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.005600 | 0:00:00.028800 |\n", "| 5 | 0.9414 | 0.1172 | 0:00:00.023801 | 0:00:00.006199 | 0:00:00.030000 |\n", "| 7 | 1.0 | 0.0 | 0:00:00.022615 | 0:00:00.005399 | 0:00:00.028014 |\n", "| 9 | 1.0 | 0.0 | 0:00:00.022994 | 0:00:00.006200 | 0:00:00.029194 |\n", "| 11 | 1.0 | 0.0 | 0:00:00.024200 | 0:00:00.006593 | 0:00:00.030793 |\n", "| 13 | 1.0 | 0.0 | 0:00:00.023600 | 0:00:00.005800 | 0:00:00.029400 |\n", "| 15 | 1.0 | 0.0 | 0:00:00.023000 | 0:00:00.006200 | 0:00:00.029200 |\n", "| 17 | 1.0 | 0.0 | 0:00:00.022407 | 0:00:00.006200 | 0:00:00.028607 |\n", "| 19 | 1.0 | 0.0 | 0:00:00.022001 | 0:00:00.006000 | 0:00:00.028000 |\n", "| 21 | 1.0 | 0.0 | 0:00:00.022593 | 0:00:00.005800 | 0:00:00.028393 |\n", "| 23 | 1.0 | 0.0 | 0:00:00.023200 | 0:00:00.007000 | 0:00:00.030200 |\n", "| 25 | 1.0 | 0.0 | 0:00:00.023800 | 0:00:00.006600 | 0:00:00.030400 |\n", "| Average | 0.9955 | 0.009 | 0:00:00.023185 | 0:00:00.006061 | 0:00:00.029246 |\n", "| Std Dev. | 0.0156 | 0.0312 | 0.0006432088 | 0.000485519 | 0.0008610179 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'winequality-red-3_vs_5'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9856 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.9856 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.9856 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.9856 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.9856 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.9856 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.9856 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.9856 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.9856 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.9856 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.9856 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.9856 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.9856 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.9856 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4928 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.4928 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.4928 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.4928 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.4928 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.4928 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.4928 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.4928 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.4928 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.4928 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.4928 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.4928 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.4928 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.4928 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9856 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.9856 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.9856 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.9856 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.9856 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.9856 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.9856 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.9856 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.9856 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.9856 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.9856 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.9856 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.9856 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.9856 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.5 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.5 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.5 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.5 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.5 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.5 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.5 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.5 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.5 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.5 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.5 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.5 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.5 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9856 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.9856 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.9856 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.9856 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.9856 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.9856 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.9856 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.9856 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.9856 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.9856 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.9856 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.9856 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.9856 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.9856 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4964 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.4964 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.4964 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.4964 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.4964 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.4964 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.4964 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.4964 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.4964 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.4964 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.4964 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.4964 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.4964 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.4964 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9856 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.9856 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.9856 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.9856 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.9856 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.9856 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.9856 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.9856 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.9856 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.9856 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.9856 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.9856 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.9856 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.9856 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.5 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.5 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.5 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.5 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.5 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.5 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.5 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.5 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.5 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.5 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.5 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.5 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.5 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0144 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.0144 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.0144 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.0144 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.0144 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.0144 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.0144 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.0144 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.0144 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.0144 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.0144 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.0144 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.0144 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.0144 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0144 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.0144 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.0144 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.0144 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.0144 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.0144 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.0144 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.0144 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.0144 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.0144 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.0144 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.0144 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.0144 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.0144 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.166002 | 0:00:00.027997 | 0:00:00.166002 |\n", "| 3 | 0.0 | 0:00:00.164002 | 0:00:00.035999 | 0:00:00.164002 |\n", "| 5 | 0.0 | 0:00:00.178004 | 0:00:00.030996 | 0:00:00.178004 |\n", "| 7 | 0.0 | 0:00:00.202001 | 0:00:00.031999 | 0:00:00.202001 |\n", "| 9 | 0.0 | 0:00:00.189001 | 0:00:00.034000 | 0:00:00.189001 |\n", "| 11 | 0.0 | 0:00:00.189998 | 0:00:00.031002 | 0:00:00.189998 |\n", "| 13 | 0.0 | 0:00:00.187998 | 0:00:00.030999 | 0:00:00.187998 |\n", "| 15 | 0.0 | 0:00:00.185000 | 0:00:00.034003 | 0:00:00.185000 |\n", "| 17 | 0.0 | 0:00:00.191998 | 0:00:00.030006 | 0:00:00.191998 |\n", "| 19 | 0.0 | 0:00:00.189993 | 0:00:00.033001 | 0:00:00.189993 |\n", "| 21 | 0.0 | 0:00:00.193001 | 0:00:00.032001 | 0:00:00.193001 |\n", "| 23 | 0.0 | 0:00:00.195998 | 0:00:00.031000 | 0:00:00.195998 |\n", "| 25 | 0.0 | 0:00:00.194035 | 0:00:00.030968 | 0:00:00.194035 |\n", "| Average | 0.0 | 0:00:00.186695 | 0:00:00.031844 | 0:00:00.109269 |\n", "| Std Dev. | 0.0 | 0.01071661781986792 | 0.001956401136542626 | 0.07780756709943495 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.9855 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.9855 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.9855 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.9855 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.9855 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.9855 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.9855 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.9855 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.9855 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.9855 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.9855 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.9855 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.9855 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.4928 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.4928 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.4928 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.4928 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.4928 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.4928 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.4928 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.4928 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.4928 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.4928 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.4928 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.4928 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.4928 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.4928 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.9855 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.9855 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.9855 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.9855 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.9855 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.9855 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.9855 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.9855 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.9855 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.9855 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.9855 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.9855 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.9855 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.5 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.5 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.5 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.5 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.5 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.5 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.5 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.5 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.5 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.5 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.5 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.5 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.5 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.9855 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.9855 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.9855 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.9855 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.9855 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.9855 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.9855 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.9855 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.9855 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.9855 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.9855 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.9855 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.9855 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.4964 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.4964 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.4964 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.4964 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.4964 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.4964 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.4964 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.4964 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.4964 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.4964 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.4964 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.4964 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.4964 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.4964 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.9855 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.9855 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.9855 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.9855 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.9855 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.9855 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.9855 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.9855 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.9855 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.9855 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.9855 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.9855 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.9855 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.5 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.5 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.5 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.5 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.5 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.5 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.5 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.5 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.5 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.5 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.5 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.5 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.5 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0145 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.0145 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.0145 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.0145 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.0145 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.0145 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.0145 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.0145 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.0145 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.0145 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.0145 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.0145 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.0145 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.0145 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0145 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.0145 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.0145 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.0145 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.0145 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.0145 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.0145 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.0145 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.0145 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.0145 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.0145 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.0145 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.0145 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.0145 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.146002 | 0:00:00.027000 | 0:00:00.146002 |\n", "| 3 | 0.0 | 0:00:00.155030 | 0:00:00.026968 | 0:00:00.155030 |\n", "| 5 | 0.0 | 0:00:00.169000 | 0:00:00.028004 | 0:00:00.169000 |\n", "| 7 | 0.0 | 0:00:00.161994 | 0:00:00.028000 | 0:00:00.161994 |\n", "| 9 | 0.0 | 0:00:00.178002 | 0:00:00.029035 | 0:00:00.178002 |\n", "| 11 | 0.0 | 0:00:00.176998 | 0:00:00.030001 | 0:00:00.176998 |\n", "| 13 | 0.0 | 0:00:00.184968 | 0:00:00.035998 | 0:00:00.184968 |\n", "| 15 | 0.0 | 0:00:00.195000 | 0:00:00.033998 | 0:00:00.195000 |\n", "| 17 | 0.0 | 0:00:00.224006 | 0:00:00.036994 | 0:00:00.224006 |\n", "| 19 | 0.0 | 0:00:00.209000 | 0:00:00.033001 | 0:00:00.209000 |\n", "| 21 | 0.0 | 0:00:00.187998 | 0:00:00.033000 | 0:00:00.187998 |\n", "| 23 | 0.0 | 0:00:00.199001 | 0:00:00.034003 | 0:00:00.199001 |\n", "| 25 | 0.0 | 0:00:00.215999 | 0:00:00.032999 | 0:00:00.215999 |\n", "| Average | 0.0 | 0:00:00.184846 | 0:00:00.031462 | 0:00:00.108154 |\n", "| Std Dev. | 0.0 | 0.02266879844435507 | 0.0033193852194115395 | 0.07838456036660137 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9783 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.9855 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.9855 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.9855 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.9855 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.9855 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.9855 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.9855 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.9855 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.9855 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.9855 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.9849 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0019 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.663 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.4928 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.4928 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.4928 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.4928 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.4928 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.4928 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.4928 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.4928 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.4928 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.4928 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.4928 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.4928 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.5058 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0454 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9783 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.9855 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.9855 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.9855 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.9855 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.9855 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.9855 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.9855 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.9855 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.9855 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.9855 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.9849 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0019 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.7426 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.5 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.5 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.5 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.5 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.5 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.5 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.5 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.5 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.5 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.5 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.5 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.5 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.5187 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0647 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9783 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.9855 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.9855 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.9855 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.9855 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.9855 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.9855 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.9855 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.9855 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.9855 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.9855 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.9849 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0019 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6945 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.4964 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.4964 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.4964 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.4964 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.4964 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.4964 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.4964 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.4964 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.4964 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.4964 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.4964 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.4964 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.5116 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0528 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9783 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.9855 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.9855 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.9855 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.9855 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.9855 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.9855 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.9855 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.9855 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.9855 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.9855 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.9849 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0019 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.7426 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.5 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.5 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.5 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.5 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.5 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.5 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.5 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.5 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.5 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.5 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.5 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.5 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.5187 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0647 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.1739 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.0145 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.0145 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.0145 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.0145 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.0145 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.0145 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.0145 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.0145 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.0145 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.0145 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.0145 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.0145 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.0268 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0425 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0217 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.0145 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.0145 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.0145 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.0145 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.0145 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.0145 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.0145 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.0145 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.0145 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.0145 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.0145 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.0145 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.0151 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.0019 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.7019 | 0:00:00.162032 | 0:00:00.025966 | 0:00:00.162032 |\n", "| 3 | 0.0 | 0:00:00.164001 | 0:00:00.027002 | 0:00:00.164001 |\n", "| 5 | 0.0 | 0:00:00.172999 | 0:00:00.026998 | 0:00:00.172999 |\n", "| 7 | 0.0 | 0:00:00.173000 | 0:00:00.029000 | 0:00:00.173000 |\n", "| 9 | 0.0 | 0:00:00.174999 | 0:00:00.029002 | 0:00:00.174999 |\n", "| 11 | 0.0 | 0:00:00.180999 | 0:00:00.029999 | 0:00:00.180999 |\n", "| 13 | 0.0 | 0:00:00.180000 | 0:00:00.029001 | 0:00:00.180000 |\n", "| 15 | 0.0 | 0:00:00.182001 | 0:00:00.032999 | 0:00:00.182001 |\n", "| 17 | 0.0 | 0:00:00.189001 | 0:00:00.031001 | 0:00:00.189001 |\n", "| 19 | 0.0 | 0:00:00.191000 | 0:00:00.031998 | 0:00:00.191000 |\n", "| 21 | 0.0 | 0:00:00.192001 | 0:00:00.031001 | 0:00:00.192001 |\n", "| 23 | 0.0 | 0:00:00.195998 | 0:00:00.032003 | 0:00:00.195998 |\n", "| 25 | 0.0 | 0:00:00.192996 | 0:00:00.034000 | 0:00:00.192996 |\n", "| Average | 0.054 | 0:00:00.180848 | 0:00:00.029998 | 0:00:00.105423 |\n", "| Std Dev. | 0.187 | 0.01062774642467521 | 0.0023577336040630044 | 0.07581696667918994 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.971 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.9855 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.9855 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.9855 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.9855 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.9855 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.9855 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.9855 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.9855 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.9844 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0039 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4926 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.4928 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.4928 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.4928 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.4928 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.4928 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.4928 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.4928 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.4928 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.4928 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.4928 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.4928 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.4928 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.4927 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.971 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.9855 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.9855 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.9855 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.9855 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.9855 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.9855 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.9855 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.9855 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.9844 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0039 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4926 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.5 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.5 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.5 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.5 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.5 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.5 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.5 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.5 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.5 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.5 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.5 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.5 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.4994 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.002 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.971 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.9855 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.9855 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.9855 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.9855 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.9855 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.9855 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.9855 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.9855 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.9844 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0039 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4926 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.4964 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.4964 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.4964 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.4964 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.4964 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.4964 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.4964 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.4964 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.4964 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.4964 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.4964 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.4964 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.4961 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.001 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.971 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.9855 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.9855 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.9855 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.9855 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.9855 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.9855 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.9855 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.9855 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.9855 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.9855 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.9844 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0039 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4926 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.5 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.5 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.5 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.5 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.5 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.5 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.5 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.5 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.5 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.5 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.5 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.5 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.4994 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.002 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0145 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.0145 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.0145 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.0145 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.0145 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.0145 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.0145 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.0145 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.0145 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.0145 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.0145 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.0145 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.0145 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.0145 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.029 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.0145 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.0145 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.0145 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.0145 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.0145 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.0145 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.0145 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.0145 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.0145 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.0145 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.0145 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.0145 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.0156 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0039 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.157997 | 0:00:00.028000 | 0:00:00.157997 |\n", "| 3 | 0.0 | 0:00:00.163000 | 0:00:00.028000 | 0:00:00.163000 |\n", "| 5 | 0.0 | 0:00:00.189000 | 0:00:00.028001 | 0:00:00.189000 |\n", "| 7 | 0.0 | 0:00:00.177999 | 0:00:00.029001 | 0:00:00.177999 |\n", "| 9 | 0.0 | 0:00:00.184004 | 0:00:00.028996 | 0:00:00.184004 |\n", "| 11 | 0.0 | 0:00:00.178001 | 0:00:00.036000 | 0:00:00.178001 |\n", "| 13 | 0.0 | 0:00:00.178999 | 0:00:00.030000 | 0:00:00.178999 |\n", "| 15 | 0.0 | 0:00:00.187000 | 0:00:00.031001 | 0:00:00.187000 |\n", "| 17 | 0.0 | 0:00:00.179999 | 0:00:00.029001 | 0:00:00.179999 |\n", "| 19 | 0.0 | 0:00:00.191000 | 0:00:00.030999 | 0:00:00.191000 |\n", "| 21 | 0.0 | 0:00:00.191000 | 0:00:00.040001 | 0:00:00.191000 |\n", "| 23 | 0.0 | 0:00:00.196002 | 0:00:00.031033 | 0:00:00.196002 |\n", "| 25 | 0.0 | 0:00:00.188000 | 0:00:00.031968 | 0:00:00.188000 |\n", "| Average | 0.0 | 0:00:00.181692 | 0:00:00.030923 | 0:00:00.106308 |\n", "| Std Dev. | 0.0 | 0.010572049699498208 | 0.003361256594957635 | 0.07579159124200929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.9855 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.9855 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.9855 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.9855 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.9855 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.9855 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.9855 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.9855 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.9855 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.9855 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.9855 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4928 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.4928 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.4928 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.4928 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.4928 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.4928 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.4928 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.4928 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.4928 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.4928 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.4928 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.4928 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.4928 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.4928 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.9855 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.9855 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.9855 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.9855 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.9855 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.9855 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.9855 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.9855 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.9855 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.9855 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.9855 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.5 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.5 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.5 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.5 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.5 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.5 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.5 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.5 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.5 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.5 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.5 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.5 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.5 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.9855 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.9855 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.9855 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.9855 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.9855 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.9855 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.9855 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.9855 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.9855 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.9855 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.9855 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4964 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.4964 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.4964 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.4964 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.4964 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.4964 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.4964 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.4964 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.4964 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.4964 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.4964 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.4964 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.4964 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.4964 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9855 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.9855 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.9855 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.9855 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.9855 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.9855 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.9855 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.9855 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.9855 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.9855 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.9855 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.9855 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.9855 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.9855 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.5 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.5 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.5 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.5 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.5 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.5 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.5 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.5 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.5 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.5 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.5 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.5 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.5 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0145 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.0145 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.0145 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.0145 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.0145 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.0145 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.0145 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.0145 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.0145 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.0145 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.0145 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.0145 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.0145 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.0145 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0145 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.0145 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.0145 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.0145 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.0145 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.0145 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.0145 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.0145 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.0145 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.0145 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.0145 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.0145 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.0145 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.0145 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.152998 | 0:00:00.026001 | 0:00:00.152998 |\n", "| 3 | 0.0 | 0:00:00.161999 | 0:00:00.028002 | 0:00:00.161999 |\n", "| 5 | 0.0 | 0:00:00.169999 | 0:00:00.027000 | 0:00:00.169999 |\n", "| 7 | 0.0 | 0:00:00.174001 | 0:00:00.029001 | 0:00:00.174001 |\n", "| 9 | 0.0 | 0:00:00.175996 | 0:00:00.029000 | 0:00:00.175996 |\n", "| 11 | 0.0 | 0:00:00.178001 | 0:00:00.031007 | 0:00:00.178001 |\n", "| 13 | 0.0 | 0:00:00.181994 | 0:00:00.028997 | 0:00:00.181994 |\n", "| 15 | 0.0 | 0:00:00.193001 | 0:00:00.030001 | 0:00:00.193001 |\n", "| 17 | 0.0 | 0:00:00.215001 | 0:00:00.040998 | 0:00:00.215001 |\n", "| 19 | 0.0 | 0:00:00.215003 | 0:00:00.034999 | 0:00:00.215003 |\n", "| 21 | 0.0 | 0:00:00.214000 | 0:00:00.035032 | 0:00:00.214000 |\n", "| 23 | 0.0 | 0:00:00.204968 | 0:00:00.031998 | 0:00:00.204968 |\n", "| 25 | 0.0 | 0:00:00.199003 | 0:00:00.033998 | 0:00:00.199003 |\n", "| Average | 0.0 | 0:00:00.187382 | 0:00:00.031234 | 0:00:00.109308 |\n", "| Std Dev. | 0.0 | 0.02012375178219442 | 0.003965932429737796 | 0.07940982505586794 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0058 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.9855 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.9855 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.9855 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.9855 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.9855 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.9855 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.9855 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.9855 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.9855 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.9855 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.9855 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.9855 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.9852 | 0.0005 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0012 | 0.0015 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5268 | 0.0681 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.4928 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.4928 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.4928 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.4928 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.4928 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.4928 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.4928 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.4928 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.4928 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.4928 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.4928 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.4928 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.4954 | 0.0053 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0091 | 0.0181 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0058 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.9855 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.9855 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.9855 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.9855 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.9855 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.9855 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.9855 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.9855 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.9855 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.9855 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.9855 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.9855 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.9852 | 0.0005 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0012 | 0.0015 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5471 | 0.0978 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.5 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.5036 | 0.0075 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0125 | 0.0261 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0058 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.9855 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.9855 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.9855 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.9855 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.9855 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.9855 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.9855 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.9855 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.9855 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.9855 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.9855 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.9855 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.9852 | 0.0005 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0012 | 0.0015 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5352 | 0.0796 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.4964 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.4964 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.4964 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.4964 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.4964 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.4964 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.4964 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.4964 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.4964 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.4964 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.4964 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.4964 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.4993 | 0.0061 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0104 | 0.0212 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9812 | 0.0058 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.9855 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.9855 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.9855 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.9855 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.9855 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.9855 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.9855 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.9855 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.9855 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.9855 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.9855 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.9855 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.9852 | 0.0005 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0012 | 0.0015 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5471 | 0.0978 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.5 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.5036 | 0.0075 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0125 | 0.0261 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0464 | 0.0638 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.0145 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.0145 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.0145 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.0145 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.0145 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.0145 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.0145 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.0145 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.0145 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.0145 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.0145 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.0145 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.0169 | 0.0049 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0085 | 0.017 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0188 | 0.0058 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.0145 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.0145 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.0145 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.0145 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.0145 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.0145 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.0145 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.0145 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.0145 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.0145 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.0145 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.0145 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.0148 | 0.0005 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0012 | 0.0015 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1404 | 0.2808 | 0:00:00.157006 | 0:00:00.026993 | 0:00:00.183999 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.161606 | 0:00:00.029194 | 0:00:00.190801 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.175800 | 0:00:00.028200 | 0:00:00.204000 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.177799 | 0:00:00.029400 | 0:00:00.207200 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.180400 | 0:00:00.030007 | 0:00:00.210407 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.180799 | 0:00:00.031602 | 0:00:00.212401 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.182792 | 0:00:00.030999 | 0:00:00.213791 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.188400 | 0:00:00.032400 | 0:00:00.220801 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.200001 | 0:00:00.033600 | 0:00:00.233601 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.199199 | 0:00:00.032800 | 0:00:00.231999 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.195600 | 0:00:00.034207 | 0:00:00.229807 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.198393 | 0:00:00.032007 | 0:00:00.230401 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.198006 | 0:00:00.032787 | 0:00:00.230793 |\n", "| Average | 0.0108 | 0.0216 | 0:00:00.184293 | 0:00:00.031092 | 0:00:00.215385 |\n", "| Std Dev. | 0.0374 | 0.0748 | 0.0135977677 | 0.0021013817 | 0.015517586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'winequality-red-4'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.9625 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.9656 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.9656 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.9656 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.9656 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.9656 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.9656 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.9656 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.9656 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.9656 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.9656 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.9656 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.9644 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0034 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4826 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.4828 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.4828 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.4828 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.4828 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.4828 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.4828 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.4828 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.4828 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.4828 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.4828 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.4828 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.4828 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.4828 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0001 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.9625 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.9656 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.9656 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.9656 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.9656 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.9656 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.9656 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.9656 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.9656 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.9656 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.9656 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.9656 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.9644 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0034 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4935 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.4984 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.5 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.5 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.5 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.5 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.5 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.5 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.5 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.5 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.5 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.5 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.5 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.4994 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0017 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.9625 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.9656 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.9656 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.9656 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.9656 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.9656 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.9656 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.9656 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.9656 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.9656 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.9656 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.9656 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.9644 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0034 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.488 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.4904 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.4913 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.4913 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.4913 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.4913 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.4913 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.4913 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.4913 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.4913 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.4913 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.4913 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.4913 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.4909 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0009 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.9625 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.9656 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.9656 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.9656 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.9656 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.9656 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.9656 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.9656 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.9656 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.9656 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.9656 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.9656 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.9644 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0034 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4935 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.4984 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.5 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.5 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.5 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.5 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.5 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.5 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.5 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.5 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.5 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.5 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.5 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.4994 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0017 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0344 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.0344 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.0344 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.0344 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.0344 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.0344 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.0344 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.0344 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.0344 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.0344 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.0344 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.0344 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.0344 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.0344 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0469 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.0375 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.0344 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.0344 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.0344 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.0344 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.0344 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.0344 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.0344 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.0344 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.0344 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.0344 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.0344 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.0356 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0034 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.730001 | 0:00:00.067000 | 0:00:00.730001 |\n", "| 3 | 0.0 | 0:00:00.786999 | 0:00:00.063000 | 0:00:00.786999 |\n", "| 5 | 0.0 | 0:00:00.848001 | 0:00:00.071001 | 0:00:00.848001 |\n", "| 7 | 0.0 | 0:00:00.857998 | 0:00:00.065999 | 0:00:00.857998 |\n", "| 9 | 0.0 | 0:00:00.845000 | 0:00:00.066002 | 0:00:00.845000 |\n", "| 11 | 0.0 | 0:00:00.869998 | 0:00:00.070000 | 0:00:00.869998 |\n", "| 13 | 0.0 | 0:00:00.854001 | 0:00:00.067999 | 0:00:00.854001 |\n", "| 15 | 0.0 | 0:00:00.888003 | 0:00:00.075001 | 0:00:00.888003 |\n", "| 17 | 0.0 | 0:00:00.897995 | 0:00:00.071034 | 0:00:00.897995 |\n", "| 19 | 0.0 | 0:00:00.896966 | 0:00:00.074003 | 0:00:00.896966 |\n", "| 21 | 0.0 | 0:00:00.945000 | 0:00:00.081996 | 0:00:00.945000 |\n", "| 23 | 0.0 | 0:00:01.002037 | 0:00:00.074966 | 0:00:01.002037 |\n", "| 25 | 0.0 | 0:00:00.903032 | 0:00:00.073966 | 0:00:00.903032 |\n", "| Average | 0.0 | 0:00:00.871156 | 0:00:00.070921 | 0:00:00.471038 |\n", "| Std Dev. | 0.0 | 0.06442958291906203 | 0.004886265809973831 | 0.40271806091242723 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9344 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.9594 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.9625 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.9656 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.9656 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.9656 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.9656 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.9656 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.9656 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.9656 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.9656 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.9656 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.9656 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.9625 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0083 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5254 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.6092 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.4828 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.4828 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.4828 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.4828 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.4828 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.4828 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.4828 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.4828 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.4828 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.4828 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.4828 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.4958 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0346 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9344 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.9594 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.9625 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.9656 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.9656 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.9656 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.9656 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.9656 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.9656 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.9656 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.9656 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.9656 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.9656 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.9625 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0083 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5277 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.5406 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.4984 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.5 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.5 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.5 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.5 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.5 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.5 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.5 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.5 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.5 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.5 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.5051 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0126 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9344 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.9594 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.9625 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.9656 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.9656 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.9656 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.9656 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.9656 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.9656 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.9656 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.9656 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.9656 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.9656 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.9625 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0083 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5265 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.5563 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.4904 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.4913 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.4913 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.4913 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.4913 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.4913 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.4913 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.4913 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.4913 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.4913 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.4913 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.4989 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.019 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9344 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.9594 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.9625 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.9656 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.9656 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.9656 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.9656 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.9656 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.9656 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.9656 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.9656 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.9656 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.9656 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.9625 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0083 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5277 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.5406 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.4984 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.5 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.5 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.5 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.5 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.5 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.5 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.5 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.5 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.5 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.5 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.5051 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0126 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0388 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.054 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.0344 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.0344 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.0344 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.0344 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.0344 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.0344 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.0344 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.0344 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.0344 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.0344 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.0344 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.0362 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0053 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0656 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.0406 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.0375 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.0344 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.0344 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.0344 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.0344 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.0344 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.0344 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.0344 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.0344 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.0344 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.0344 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.0375 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.0083 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.2961 | 0:00:00.778997 | 0:00:00.065001 | 0:00:00.778997 |\n", "| 3 | 0.3 | 0:00:00.778034 | 0:00:00.064966 | 0:00:00.778034 |\n", "| 5 | 0.0 | 0:00:00.786000 | 0:00:00.066001 | 0:00:00.786000 |\n", "| 7 | 0.0 | 0:00:00.819999 | 0:00:00.067000 | 0:00:00.819999 |\n", "| 9 | 0.0 | 0:00:00.862002 | 0:00:00.080000 | 0:00:00.862002 |\n", "| 11 | 0.0 | 0:00:00.948998 | 0:00:00.072000 | 0:00:00.948998 |\n", "| 13 | 0.0 | 0:00:00.864001 | 0:00:00.069000 | 0:00:00.864001 |\n", "| 15 | 0.0 | 0:00:00.855998 | 0:00:00.074002 | 0:00:00.855998 |\n", "| 17 | 0.0 | 0:00:00.858998 | 0:00:00.072038 | 0:00:00.858998 |\n", "| 19 | 0.0 | 0:00:00.906963 | 0:00:00.072000 | 0:00:00.906963 |\n", "| 21 | 0.0 | 0:00:00.885002 | 0:00:00.074998 | 0:00:00.885002 |\n", "| 23 | 0.0 | 0:00:00.885001 | 0:00:00.075998 | 0:00:00.885001 |\n", "| 25 | 0.0 | 0:00:00.908000 | 0:00:00.075002 | 0:00:00.908000 |\n", "| Average | 0.0459 | 0:00:00.856769 | 0:00:00.071385 | 0:00:00.464077 |\n", "| Std Dev. | 0.1075 | 0.05109399449327427 | 0.0045193451075704535 | 0.3943632020561053 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9469 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.9656 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.9656 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.9656 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.9656 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.9656 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.9656 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.9656 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.9656 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.9656 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.9656 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.9656 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.9656 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.9642 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.005 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5465 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.4828 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.4828 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.4828 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.4828 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.4828 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.4828 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.4828 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.4828 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.4828 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.4828 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.4828 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.4828 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.4877 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.017 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9469 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.9656 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.9656 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.9656 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.9656 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.9656 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.9656 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.9656 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.9656 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.9656 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.9656 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.9656 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.9656 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.9642 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.005 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5341 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.5 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.5 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.5 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.5 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.5 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.5 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.5 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.5 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.5 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.5 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.5 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.5 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.5026 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.0091 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9469 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.9656 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.9656 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.9656 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.9656 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.9656 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.9656 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.9656 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.9656 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.9656 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.9656 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.9656 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.9656 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.9642 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.005 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5389 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.4913 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.4913 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.4913 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.4913 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.4913 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.4913 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.4913 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.4913 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.4913 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.4913 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.4913 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.4913 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.4949 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.0127 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9469 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.9656 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.9656 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.9656 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.9656 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.9656 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.9656 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.9656 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.9656 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.9656 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.9656 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.9656 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.9656 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.9642 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.005 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5341 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.5 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.5 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.5 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.5 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.5 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.5 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.5 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.5 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.5 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.5 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.5 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.5 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.5026 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.0091 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0426 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.0344 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.0344 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.0344 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.0344 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.0344 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.0344 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.0344 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.0344 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.0344 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.0344 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.0344 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.0344 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.035 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.0022 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0531 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.0344 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.0344 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.0344 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.0344 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.0344 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.0344 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.0344 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.0344 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.0344 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.0344 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.0344 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.0344 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.0358 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.005 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.2981 | 0:00:00.751001 | 0:00:00.062034 | 0:00:00.751001 |\n", "| 3 | 0.0 | 0:00:00.867966 | 0:00:00.069999 | 0:00:00.867966 |\n", "| 5 | 0.0 | 0:00:00.877999 | 0:00:00.067000 | 0:00:00.877999 |\n", "| 7 | 0.0 | 0:00:00.850000 | 0:00:00.068001 | 0:00:00.850000 |\n", "| 9 | 0.0 | 0:00:00.891000 | 0:00:00.066999 | 0:00:00.891000 |\n", "| 11 | 0.0 | 0:00:00.870040 | 0:00:00.069994 | 0:00:00.870040 |\n", "| 13 | 0.0 | 0:00:00.897967 | 0:00:00.069999 | 0:00:00.897967 |\n", "| 15 | 0.0 | 0:00:00.910000 | 0:00:00.074036 | 0:00:00.910000 |\n", "| 17 | 0.0 | 0:00:00.922001 | 0:00:00.072963 | 0:00:00.922001 |\n", "| 19 | 0.0 | 0:00:00.928002 | 0:00:00.072998 | 0:00:00.928002 |\n", "| 21 | 0.0 | 0:00:00.929004 | 0:00:00.073030 | 0:00:00.929004 |\n", "| 23 | 0.0 | 0:00:00.953966 | 0:00:00.078000 | 0:00:00.953966 |\n", "| 25 | 0.0 | 0:00:01.027001 | 0:00:00.102001 | 0:00:01.027001 |\n", "| Average | 0.0229 | 0:00:00.898150 | 0:00:00.072850 | 0:00:00.485500 |\n", "| Std Dev. | 0.0794 | 0.06101716540194925 | 0.009245253208294552 | 0.414950639521585 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.9656 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.9688 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.9688 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.9688 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.9688 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.9688 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.9688 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.9688 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.9688 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.9688 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.9688 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.9688 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.9673 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0042 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5571 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.4843 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.4844 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.4844 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.4844 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.4844 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.4844 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.4844 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.4844 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.4844 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.4844 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.4844 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.4844 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.49 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0194 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.9656 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.9688 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.9688 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.9688 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.9688 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.9688 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.9688 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.9688 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.9688 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.9688 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.9688 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.9688 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.9673 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0042 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5403 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.4984 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.5 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.5 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.5 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.5 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.5 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.5 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.5 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.5 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.5 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.5 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.5 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.503 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0108 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.9656 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.9688 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.9688 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.9688 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.9688 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.9688 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.9688 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.9688 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.9688 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.9688 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.9688 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.9688 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.9673 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0042 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5468 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.4913 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.4921 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.4921 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.4921 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.4921 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.4921 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.4921 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.4921 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.4921 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.4921 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.4921 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.4921 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.4962 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0146 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9531 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.9656 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.9688 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.9688 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.9688 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.9688 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.9688 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.9688 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.9688 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.9688 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.9688 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.9688 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.9688 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.9673 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0042 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5403 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.4984 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.5 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.5 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.5 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.5 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.5 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.5 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.5 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.5 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.5 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.5 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.5 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.503 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0108 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0424 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.0312 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.0312 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.0312 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.0312 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.0312 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.0312 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.0312 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.0312 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.0312 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.0312 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.0312 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.0312 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.0321 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.003 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0469 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.0344 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.0312 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.0312 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.0312 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.0312 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.0312 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.0312 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.0312 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.0312 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.0312 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.0312 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.0312 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.0327 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0042 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.3132 | 0:00:00.738997 | 0:00:00.061034 | 0:00:00.738997 |\n", "| 3 | 0.0 | 0:00:00.759966 | 0:00:00.066032 | 0:00:00.759966 |\n", "| 5 | 0.0 | 0:00:00.822967 | 0:00:00.071000 | 0:00:00.822967 |\n", "| 7 | 0.0 | 0:00:00.822999 | 0:00:00.064002 | 0:00:00.822999 |\n", "| 9 | 0.0 | 0:00:00.823000 | 0:00:00.069001 | 0:00:00.823000 |\n", "| 11 | 0.0 | 0:00:00.828001 | 0:00:00.072999 | 0:00:00.828001 |\n", "| 13 | 0.0 | 0:00:00.880001 | 0:00:00.077996 | 0:00:00.880001 |\n", "| 15 | 0.0 | 0:00:00.936004 | 0:00:00.084995 | 0:00:00.936004 |\n", "| 17 | 0.0 | 0:00:00.893000 | 0:00:00.070001 | 0:00:00.893000 |\n", "| 19 | 0.0 | 0:00:00.874000 | 0:00:00.082998 | 0:00:00.874000 |\n", "| 21 | 0.0 | 0:00:00.898000 | 0:00:00.072000 | 0:00:00.898000 |\n", "| 23 | 0.0 | 0:00:00.909001 | 0:00:00.075000 | 0:00:00.909001 |\n", "| 25 | 0.0 | 0:00:00.905036 | 0:00:00.077998 | 0:00:00.905036 |\n", "| Average | 0.0241 | 0:00:00.853152 | 0:00:00.072697 | 0:00:00.462924 |\n", "| Std Dev. | 0.0834 | 0.05718204236288022 | 0.006789479756577544 | 0.39234609532316056 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9342 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.9592 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.9624 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.9655 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.9687 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.9687 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.9687 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.9687 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.9687 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.9687 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.9687 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.9687 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.9687 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.9646 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0092 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4838 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.4842 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.4842 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.4843 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.4843 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.4843 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.4843 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.4843 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.4843 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.4843 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.4843 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.4843 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.4843 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.4843 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0001 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9342 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.9592 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.9624 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.9655 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.9687 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.9687 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.9687 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.9687 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.9687 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.9687 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.9687 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.9687 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.9687 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.9646 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0092 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4822 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.4951 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.4968 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.4984 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.5 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.5 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.5 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.5 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.5 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.5 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.5 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.5 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.5 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.4979 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0048 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9342 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.9592 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.9624 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.9655 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.9687 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.9687 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.9687 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.9687 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.9687 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.9687 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.9687 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.9687 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.9687 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.9646 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0092 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.483 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.4896 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.4904 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.4912 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.492 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.492 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.492 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.492 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.492 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.492 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.492 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.492 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.492 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.491 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0024 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9342 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.9592 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.9624 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.9655 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.9687 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.9687 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.9687 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.9687 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.9687 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.9687 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.9687 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.9687 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.9687 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.9646 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0092 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4822 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.4951 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.4968 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.4984 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.5 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.5 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.5 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.5 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.5 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.5 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.5 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.5 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.5 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.4979 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0048 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0313 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.0313 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.0313 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.0313 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.0313 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.0313 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.0313 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.0313 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.0313 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.0313 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.0313 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.0313 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.0313 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.0313 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0658 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.0408 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.0376 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.0345 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.0313 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.0313 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.0313 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.0313 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.0313 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.0313 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.0313 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.0313 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.0313 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.0354 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0092 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.757000 | 0:00:00.061998 | 0:00:00.757000 |\n", "| 3 | 0.0 | 0:00:00.770000 | 0:00:00.062036 | 0:00:00.770000 |\n", "| 5 | 0.0 | 0:00:00.783964 | 0:00:00.063000 | 0:00:00.783964 |\n", "| 7 | 0.0 | 0:00:00.899003 | 0:00:00.076997 | 0:00:00.899003 |\n", "| 9 | 0.0 | 0:00:00.900002 | 0:00:00.075998 | 0:00:00.900002 |\n", "| 11 | 0.0 | 0:00:00.877999 | 0:00:00.069000 | 0:00:00.877999 |\n", "| 13 | 0.0 | 0:00:00.886003 | 0:00:00.069997 | 0:00:00.886003 |\n", "| 15 | 0.0 | 0:00:00.859031 | 0:00:00.074968 | 0:00:00.859031 |\n", "| 17 | 0.0 | 0:00:00.881003 | 0:00:00.069997 | 0:00:00.881003 |\n", "| 19 | 0.0 | 0:00:00.903003 | 0:00:00.074999 | 0:00:00.903003 |\n", "| 21 | 0.0 | 0:00:00.907034 | 0:00:00.070999 | 0:00:00.907034 |\n", "| 23 | 0.0 | 0:00:00.905968 | 0:00:00.073997 | 0:00:00.905968 |\n", "| 25 | 0.0 | 0:00:00.919001 | 0:00:00.075000 | 0:00:00.919001 |\n", "| Average | 0.0 | 0:00:00.865309 | 0:00:00.070691 | 0:00:00.468000 |\n", "| Std Dev. | 0.0 | 0.05430909524195335 | 0.005172642282166513 | 0.3991769786626499 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9443 | 0.0085 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.9625 | 0.0028 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.965 | 0.0024 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.9662 | 0.0013 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.9669 | 0.0015 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.9669 | 0.0015 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.9669 | 0.0015 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.9669 | 0.0015 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.9669 | 0.0015 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.9669 | 0.0015 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.9669 | 0.0015 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.9669 | 0.0015 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.9669 | 0.0015 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.9646 | 0.0022 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5191 | 0.031 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.5087 | 0.0503 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.4834 | 0.0007 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.4834 | 0.0007 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.4834 | 0.0008 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.4834 | 0.0008 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.4834 | 0.0008 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.4834 | 0.0008 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.4834 | 0.0008 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.4834 | 0.0008 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.4834 | 0.0008 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.4834 | 0.0008 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.4834 | 0.0008 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.4881 | 0.0069 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.0112 | 0.0149 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9443 | 0.0085 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.9625 | 0.0028 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.965 | 0.0024 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.9662 | 0.0013 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.9669 | 0.0015 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.9669 | 0.0015 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.9669 | 0.0015 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.9669 | 0.0015 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.9669 | 0.0015 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.9669 | 0.0015 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.9669 | 0.0015 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.9669 | 0.0015 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.9669 | 0.0015 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.9646 | 0.0022 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5156 | 0.0232 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.5065 | 0.0171 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.499 | 0.0013 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.4997 | 0.0006 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.5016 | 0.0033 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.0044 | 0.0073 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9443 | 0.0085 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.9625 | 0.0028 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.965 | 0.0024 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.9662 | 0.0013 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.9669 | 0.0015 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.9669 | 0.0015 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.9669 | 0.0015 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.9669 | 0.0015 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.9669 | 0.0015 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.9669 | 0.0015 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.9669 | 0.0015 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.9669 | 0.0015 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.9669 | 0.0015 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.9646 | 0.0022 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5166 | 0.0263 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.5038 | 0.0263 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.4911 | 0.0006 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.4914 | 0.0003 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.4916 | 0.0004 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.4916 | 0.0004 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.4916 | 0.0004 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.4916 | 0.0004 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.4916 | 0.0004 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.4916 | 0.0004 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.4916 | 0.0004 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.4916 | 0.0004 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.4916 | 0.0004 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.4944 | 0.0044 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.0072 | 0.0093 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9443 | 0.0085 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.9625 | 0.0028 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.965 | 0.0024 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.9662 | 0.0013 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.9669 | 0.0015 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.9669 | 0.0015 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.9669 | 0.0015 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.9669 | 0.0015 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.9669 | 0.0015 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.9669 | 0.0015 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.9669 | 0.0015 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.9669 | 0.0015 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.9669 | 0.0015 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.9646 | 0.0022 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5156 | 0.0232 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.5065 | 0.0171 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.499 | 0.0013 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.4997 | 0.0006 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.5016 | 0.0033 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.0044 | 0.0073 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0379 | 0.0044 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.0371 | 0.0086 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.0331 | 0.0015 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.0331 | 0.0015 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.0331 | 0.0015 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.0331 | 0.0015 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.0331 | 0.0015 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.0331 | 0.0015 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.0331 | 0.0015 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.0331 | 0.0015 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.0331 | 0.0015 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.0331 | 0.0015 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.0331 | 0.0015 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.0338 | 0.0023 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.0016 | 0.002 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0557 | 0.0085 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.0375 | 0.0028 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.035 | 0.0024 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.0338 | 0.0013 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.0331 | 0.0015 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.0331 | 0.0015 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.0331 | 0.0015 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.0331 | 0.0015 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.0331 | 0.0015 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.0331 | 0.0015 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.0331 | 0.0015 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.0331 | 0.0015 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.0331 | 0.0015 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.0354 | 0.0022 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.006 | 0.0019 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1815 | 0.1483 | 0:00:00.751199 | 0:00:00.063414 | 0:00:00.814613 |\n", "| 3 | 0.06 | 0.12 | 0:00:00.792593 | 0:00:00.065207 | 0:00:00.857800 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.823786 | 0:00:00.067600 | 0:00:00.891387 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.850000 | 0:00:00.068400 | 0:00:00.918400 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.864201 | 0:00:00.071600 | 0:00:00.935801 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.879008 | 0:00:00.070799 | 0:00:00.949806 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.876394 | 0:00:00.070998 | 0:00:00.947393 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.889807 | 0:00:00.076600 | 0:00:00.966408 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.890600 | 0:00:00.071207 | 0:00:00.961807 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.901787 | 0:00:00.075400 | 0:00:00.977186 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.912808 | 0:00:00.074605 | 0:00:00.987413 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.931194 | 0:00:00.075592 | 0:00:01.006787 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.932414 | 0:00:00.080793 | 0:00:01.013208 |\n", "| Average | 0.0186 | 0.0206 | 0:00:00.868907 | 0:00:00.071709 | 0:00:00.940616 |\n", "| Std Dev. | 0.0496 | 0.0487 | 0.0512018532 | 0.004674509 | 0.0555363512 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'winequality-red-8_vs_6'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.9621 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.9697 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.9697 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.9697 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.9697 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.9697 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.9697 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.9697 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.9697 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.9697 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.9697 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.9697 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.9662 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0101 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4843 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.4847 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.4848 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.4848 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.4848 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.4848 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.4848 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.4848 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.4848 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.4848 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.4848 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.4848 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.4848 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.4848 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0002 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.9621 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.9697 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.9697 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.9697 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.9697 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.9697 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.9697 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.9697 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.9697 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.9697 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.9697 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.9697 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.9662 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0101 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4805 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.4961 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.5 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.5 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.5 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.5 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.5 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.5 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.5 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.5 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.5 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.5 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.5 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.4982 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0052 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.9621 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.9697 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.9697 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.9697 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.9697 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.9697 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.9697 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.9697 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.9697 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.9697 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.9697 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.9697 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.9662 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0101 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4824 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.4903 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.4923 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.4923 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.4923 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.4923 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.4923 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.4923 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.4923 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.4923 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.4923 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.4923 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.4923 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.4914 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0027 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9318 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.9621 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.9697 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.9697 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.9697 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.9697 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.9697 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.9697 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.9697 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.9697 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.9697 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.9697 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.9697 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.9662 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0101 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4805 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.4961 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.5 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.5 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.5 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.5 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.5 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.5 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.5 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.5 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.5 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.5 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.5 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.4982 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0052 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0303 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.0303 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.0303 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.0303 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.0303 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.0303 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.0303 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.0303 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.0303 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.0303 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.0303 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.0303 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.0303 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.0303 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0682 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.0379 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.0303 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.0303 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.0303 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.0303 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.0303 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.0303 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.0303 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.0303 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.0303 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.0303 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.0303 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.0338 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0101 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.163030 | 0:00:00.025999 | 0:00:00.163030 |\n", "| 3 | 0.0 | 0:00:00.187966 | 0:00:00.027000 | 0:00:00.187966 |\n", "| 5 | 0.0 | 0:00:00.188023 | 0:00:00.026977 | 0:00:00.188023 |\n", "| 7 | 0.0 | 0:00:00.189999 | 0:00:00.029002 | 0:00:00.189999 |\n", "| 9 | 0.0 | 0:00:00.198998 | 0:00:00.030049 | 0:00:00.198998 |\n", "| 11 | 0.0 | 0:00:00.201951 | 0:00:00.028999 | 0:00:00.201951 |\n", "| 13 | 0.0 | 0:00:00.210001 | 0:00:00.029002 | 0:00:00.210001 |\n", "| 15 | 0.0 | 0:00:00.230002 | 0:00:00.034997 | 0:00:00.230002 |\n", "| 17 | 0.0 | 0:00:00.269998 | 0:00:00.037001 | 0:00:00.269998 |\n", "| 19 | 0.0 | 0:00:00.246001 | 0:00:00.033998 | 0:00:00.246001 |\n", "| 21 | 0.0 | 0:00:00.242003 | 0:00:00.031999 | 0:00:00.242003 |\n", "| 23 | 0.0 | 0:00:00.227998 | 0:00:00.030999 | 0:00:00.227998 |\n", "| 25 | 0.0 | 0:00:00.224002 | 0:00:00.029998 | 0:00:00.224002 |\n", "| Average | 0.0 | 0:00:00.213844 | 0:00:00.030463 | 0:00:00.122154 |\n", "| Std Dev. | 0.0 | 0.028295952823406724 | 0.0031539482853833165 | 0.09387468235801956 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9618 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.9695 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.9695 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.9695 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.9695 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.9695 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.9695 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.9695 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.9695 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.9695 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.9695 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.9695 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.9695 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.9689 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.002 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6549 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.4847 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.4847 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.4847 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.4847 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.4847 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.4847 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.4847 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.4847 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.4847 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.4847 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.4847 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.4847 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.4978 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.0454 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9618 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.9695 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.9695 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.9695 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.9695 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.9695 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.9695 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.9695 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.9695 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.9695 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.9695 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.9695 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.9695 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.9689 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.002 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6171 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.5 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.5 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.5 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.5 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.5 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.5 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.5 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.5 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.5 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.5 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.5 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.5 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.509 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.0312 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9618 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.9695 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.9695 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.9695 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.9695 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.9695 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.9695 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.9695 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.9695 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.9695 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.9695 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.9695 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.9695 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.9689 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.002 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6331 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.4922 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.4922 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.4922 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.4922 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.4922 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.4922 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.4922 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.4922 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.4922 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.4922 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.4922 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.4922 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.5031 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.0375 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9618 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.9695 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.9695 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.9695 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.9695 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.9695 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.9695 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.9695 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.9695 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.9695 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.9695 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.9695 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.9695 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.9689 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.002 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6171 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.5 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.5 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.5 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.5 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.5 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.5 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.5 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.5 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.5 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.5 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.5 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.5 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.509 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.0312 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.1062 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.0305 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.0305 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.0305 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.0305 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.0305 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.0305 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.0305 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.0305 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.0305 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.0305 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.0305 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.0305 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.0364 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.0202 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0382 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.0305 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.0305 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.0305 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.0305 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.0305 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.0305 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.0305 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.0305 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.0305 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.0305 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.0305 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.0305 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.0311 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.002 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.496 | 0:00:00.181035 | 0:00:00.025002 | 0:00:00.181035 |\n", "| 3 | 0.0 | 0:00:00.186963 | 0:00:00.027000 | 0:00:00.186963 |\n", "| 5 | 0.0 | 0:00:00.196001 | 0:00:00.028002 | 0:00:00.196001 |\n", "| 7 | 0.0 | 0:00:00.197997 | 0:00:00.029002 | 0:00:00.197997 |\n", "| 9 | 0.0 | 0:00:00.244001 | 0:00:00.030008 | 0:00:00.244001 |\n", "| 11 | 0.0 | 0:00:00.224989 | 0:00:00.031003 | 0:00:00.224989 |\n", "| 13 | 0.0 | 0:00:00.248999 | 0:00:00.031001 | 0:00:00.248999 |\n", "| 15 | 0.0 | 0:00:00.228998 | 0:00:00.030032 | 0:00:00.228998 |\n", "| 17 | 0.0 | 0:00:00.213966 | 0:00:00.029000 | 0:00:00.213966 |\n", "| 19 | 0.0 | 0:00:00.217002 | 0:00:00.030001 | 0:00:00.217002 |\n", "| 21 | 0.0 | 0:00:00.228998 | 0:00:00.029998 | 0:00:00.228998 |\n", "| 23 | 0.0 | 0:00:00.223002 | 0:00:00.029998 | 0:00:00.223002 |\n", "| 25 | 0.0 | 0:00:00.228039 | 0:00:00.029962 | 0:00:00.228039 |\n", "| Average | 0.0382 | 0:00:00.216922 | 0:00:00.029232 | 0:00:00.123077 |\n", "| Std Dev. | 0.1322 | 0.02013322322148231 | 0.0016244799459706344 | 0.0949260016779917 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9695 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.9771 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.9695 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.9695 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.9695 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.9695 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.9695 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.9695 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.9695 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.9695 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.9695 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.9695 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.9695 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.9701 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.002 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7384 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.9885 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.4847 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.4847 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.4847 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.4847 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.4847 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.4847 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.4847 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.4847 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.4847 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.4847 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.4847 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.543 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.1452 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9695 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.9771 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.9695 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.9695 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.9695 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.9695 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.9695 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.9695 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.9695 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.9695 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.9695 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.9695 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.9695 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.9701 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.002 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6211 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.625 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.5 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.5 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.5 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.5 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.5 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.5 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.5 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.5 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.5 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.5 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.5 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.5189 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.0444 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9695 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.9771 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.9695 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.9695 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.9695 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.9695 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.9695 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.9695 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.9695 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.9695 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.9695 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.9695 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.9695 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.9701 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.002 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6589 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.6942 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.4922 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.4922 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.4922 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.4922 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.4922 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.4922 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.4922 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.4922 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.4922 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.4922 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.4922 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.5206 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.0668 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9695 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.9771 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.9695 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.9695 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.9695 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.9695 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.9695 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.9695 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.9695 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.9695 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.9695 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.9695 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.9695 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.9701 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.002 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6211 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.625 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.5 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.5 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.5 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.5 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.5 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.5 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.5 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.5 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.5 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.5 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.5 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.5189 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.0444 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1479 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.2729 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.0305 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.0305 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.0305 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.0305 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.0305 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.0305 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.0305 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.0305 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.0305 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.0305 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.0305 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.0582 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.0694 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0305 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.0229 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.0305 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.0305 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.0305 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.0305 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.0305 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.0305 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.0305 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.0305 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.0305 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.0305 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.0305 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.0299 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.002 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.498 | 0:00:00.165000 | 0:00:00.027000 | 0:00:00.165000 |\n", "| 3 | 0.5 | 0:00:00.177000 | 0:00:00.027000 | 0:00:00.177000 |\n", "| 5 | 0.0 | 0:00:00.186001 | 0:00:00.026000 | 0:00:00.186001 |\n", "| 7 | 0.0 | 0:00:00.179998 | 0:00:00.029001 | 0:00:00.179998 |\n", "| 9 | 0.0 | 0:00:00.188999 | 0:00:00.028006 | 0:00:00.188999 |\n", "| 11 | 0.0 | 0:00:00.191996 | 0:00:00.030000 | 0:00:00.191996 |\n", "| 13 | 0.0 | 0:00:00.210001 | 0:00:00.030999 | 0:00:00.210001 |\n", "| 15 | 0.0 | 0:00:00.211000 | 0:00:00.033002 | 0:00:00.211000 |\n", "| 17 | 0.0 | 0:00:00.256998 | 0:00:00.035999 | 0:00:00.256998 |\n", "| 19 | 0.0 | 0:00:00.214001 | 0:00:00.030999 | 0:00:00.214001 |\n", "| 21 | 0.0 | 0:00:00.208000 | 0:00:00.033004 | 0:00:00.208000 |\n", "| 23 | 0.0 | 0:00:00.261997 | 0:00:00.036000 | 0:00:00.261997 |\n", "| 25 | 0.0 | 0:00:00.337000 | 0:00:00.036999 | 0:00:00.337000 |\n", "| Average | 0.0768 | 0:00:00.214461 | 0:00:00.031078 | 0:00:00.122769 |\n", "| Std Dev. | 0.18 | 0.044858055140505976 | 0.0035615335672046283 | 0.09705584436951618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9466 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.9771 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.9771 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.9771 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.9771 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.9771 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.9771 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.9771 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.9771 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.9771 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.9771 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.9771 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.9771 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.9748 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0081 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+----------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.4882 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.4885 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.4885 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.4885 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.4885 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.4885 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.4885 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.4885 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.4885 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.4885 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.4885 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.4885 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.4885 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.4885 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0001 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9466 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.9771 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.9771 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.9771 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.9771 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.9771 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.9771 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.9771 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.9771 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.9771 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.9771 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.9771 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.9771 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.9748 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0081 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.4844 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.5 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.5 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.5 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.5 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.5 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.5 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.5 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.5 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.5 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.5 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.5 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.5 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.4988 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0042 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9466 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.9771 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.9771 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.9771 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.9771 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.9771 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.9771 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.9771 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.9771 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.9771 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.9771 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.9771 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.9771 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.9748 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0081 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+--------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.4863 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.4942 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.4942 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.4942 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.4942 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.4942 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.4942 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.4942 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.4942 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.4942 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.4942 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.4942 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.4942 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.4936 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0021 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9466 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.9771 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.9771 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.9771 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.9771 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.9771 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.9771 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.9771 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.9771 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.9771 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.9771 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.9771 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.9771 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.9748 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0081 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.4844 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.5 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.5 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.5 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.5 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.5 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.5 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.5 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.5 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.5 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.5 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.5 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.5 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.4988 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0042 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.0229 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.0229 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.0229 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.0229 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.0229 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.0229 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.0229 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.0229 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.0229 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.0229 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.0229 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.0229 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.0229 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.0229 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+-----------------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.0534 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.0229 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.0229 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.0229 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.0229 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.0229 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.0229 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.0229 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.0229 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.0229 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.0229 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.0229 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.0229 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.0252 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0081 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.0 | 0:00:00.197996 | 0:00:00.032001 | 0:00:00.197996 |\n", "| 3 | 0.0 | 0:00:00.219000 | 0:00:00.031999 | 0:00:00.219000 |\n", "| 5 | 0.0 | 0:00:00.239003 | 0:00:00.028998 | 0:00:00.239003 |\n", "| 7 | 0.0 | 0:00:00.220001 | 0:00:00.028999 | 0:00:00.220001 |\n", "| 9 | 0.0 | 0:00:00.214999 | 0:00:00.027000 | 0:00:00.214999 |\n", "| 11 | 0.0 | 0:00:00.213000 | 0:00:00.029001 | 0:00:00.213000 |\n", "| 13 | 0.0 | 0:00:00.218001 | 0:00:00.028999 | 0:00:00.218001 |\n", "| 15 | 0.0 | 0:00:00.217999 | 0:00:00.029999 | 0:00:00.217999 |\n", "| 17 | 0.0 | 0:00:00.220002 | 0:00:00.031000 | 0:00:00.220002 |\n", "| 19 | 0.0 | 0:00:00.226997 | 0:00:00.030005 | 0:00:00.226997 |\n", "| 21 | 0.0 | 0:00:00.229996 | 0:00:00.030999 | 0:00:00.229996 |\n", "| 23 | 0.0 | 0:00:00.238004 | 0:00:00.031997 | 0:00:00.238004 |\n", "| 25 | 0.0 | 0:00:00.249003 | 0:00:00.031000 | 0:00:00.249003 |\n", "| Average | 0.0 | 0:00:00.223385 | 0:00:00.030154 | 0:00:00.126769 |\n", "| Std Dev. | 0.0 | 0.012690201305355886 | 0.0014593896894710987 | 0.097036869900867 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9618 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.9771 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.9771 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.9771 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.9771 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.9771 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.9771 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.9771 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.9771 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.9771 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.9771 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.9771 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.9771 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.9759 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0041 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4884 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.4885 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.4885 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.4885 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.4885 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.4885 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.4885 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.4885 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.4885 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.4885 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.4885 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.4885 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.4885 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.4885 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9618 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.9771 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.9771 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.9771 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.9771 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.9771 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.9771 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.9771 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.9771 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.9771 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.9771 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.9771 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.9771 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.9759 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0041 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4922 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.5 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.5 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.5 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.5 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.5 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.5 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.5 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.5 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.5 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.5 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.5 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.5 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.4994 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0021 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9618 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.9771 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.9771 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.9771 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.9771 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.9771 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.9771 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.9771 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.9771 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.9771 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.9771 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.9771 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.9771 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.9759 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0041 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4903 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.4942 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.4942 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.4942 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.4942 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.4942 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.4942 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.4942 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.4942 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.4942 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.4942 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.4942 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.4942 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.4939 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.001 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9618 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.9771 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.9771 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.9771 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.9771 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.9771 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.9771 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.9771 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.9771 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.9771 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.9771 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.9771 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.9771 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.9759 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0041 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4922 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.5 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.5 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.5 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.5 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.5 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.5 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.5 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.5 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.5 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.5 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.5 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.5 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.4994 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0021 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0229 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.0229 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.0229 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.0229 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.0229 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.0229 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.0229 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.0229 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.0229 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.0229 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.0229 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.0229 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.0229 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.0229 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0382 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.0229 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.0229 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.0229 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.0229 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.0229 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.0229 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.0229 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.0229 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.0229 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.0229 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.0229 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.0229 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.0241 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0041 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.180000 | 0:00:00.034999 | 0:00:00.180000 |\n", "| 3 | 0.0 | 0:00:00.186998 | 0:00:00.027000 | 0:00:00.186998 |\n", "| 5 | 0.0 | 0:00:00.188004 | 0:00:00.028000 | 0:00:00.188004 |\n", "| 7 | 0.0 | 0:00:00.195996 | 0:00:00.030002 | 0:00:00.195996 |\n", "| 9 | 0.0 | 0:00:00.210998 | 0:00:00.028000 | 0:00:00.210998 |\n", "| 11 | 0.0 | 0:00:00.221000 | 0:00:00.030003 | 0:00:00.221000 |\n", "| 13 | 0.0 | 0:00:00.220998 | 0:00:00.027999 | 0:00:00.220998 |\n", "| 15 | 0.0 | 0:00:00.211003 | 0:00:00.029998 | 0:00:00.211003 |\n", "| 17 | 0.0 | 0:00:00.211999 | 0:00:00.029999 | 0:00:00.211999 |\n", "| 19 | 0.0 | 0:00:00.215034 | 0:00:00.031966 | 0:00:00.215034 |\n", "| 21 | 0.0 | 0:00:00.224000 | 0:00:00.031002 | 0:00:00.224000 |\n", "| 23 | 0.0 | 0:00:00.218998 | 0:00:00.030037 | 0:00:00.218998 |\n", "| 25 | 0.0 | 0:00:00.218964 | 0:00:00.029998 | 0:00:00.218964 |\n", "| Average | 0.0 | 0:00:00.208000 | 0:00:00.029923 | 0:00:00.118961 |\n", "| Std Dev. | 0.0 | 0.014378414012353579 | 0.001976522797440264 | 0.08962754742906484 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9543 | 0.0135 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.9726 | 0.006 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.9726 | 0.0037 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.9726 | 0.0037 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.9726 | 0.0037 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.9726 | 0.0037 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.9726 | 0.0037 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.9726 | 0.0037 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.9726 | 0.0037 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.9726 | 0.0037 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.9726 | 0.0037 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.9726 | 0.0037 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.9726 | 0.0037 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.9712 | 0.0046 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0049 | 0.0026 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5708 | 0.1061 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.587 | 0.2007 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.4863 | 0.0019 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.4863 | 0.0019 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.4863 | 0.0019 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.4863 | 0.0019 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.4863 | 0.0019 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.4863 | 0.0019 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.4863 | 0.0019 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.4863 | 0.0019 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.4863 | 0.0019 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.4863 | 0.0019 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.4863 | 0.0019 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.5005 | 0.0252 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0336 | 0.0577 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9543 | 0.0135 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.9726 | 0.006 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.9726 | 0.0037 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.9726 | 0.0037 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.9726 | 0.0037 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.9726 | 0.0037 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.9726 | 0.0037 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.9726 | 0.0037 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.9726 | 0.0037 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.9726 | 0.0037 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.9726 | 0.0037 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.9726 | 0.0037 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.9726 | 0.0037 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.9712 | 0.0046 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0049 | 0.0026 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.539 | 0.0655 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.5242 | 0.0504 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.5049 | 0.0089 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0118 | 0.0211 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9543 | 0.0135 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.9726 | 0.006 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.9726 | 0.0037 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.9726 | 0.0037 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.9726 | 0.0037 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.9726 | 0.0037 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.9726 | 0.0037 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.9726 | 0.0037 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.9726 | 0.0037 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.9726 | 0.0037 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.9726 | 0.0037 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.9726 | 0.0037 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.9726 | 0.0037 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.9712 | 0.0046 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0049 | 0.0026 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5502 | 0.0787 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.533 | 0.0806 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.493 | 0.001 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.493 | 0.001 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.493 | 0.001 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.493 | 0.001 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.493 | 0.001 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.493 | 0.001 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.493 | 0.001 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.493 | 0.001 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.493 | 0.001 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.493 | 0.001 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.493 | 0.001 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.5005 | 0.0131 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0178 | 0.0284 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9543 | 0.0135 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.9726 | 0.006 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.9726 | 0.0037 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.9726 | 0.0037 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.9726 | 0.0037 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.9726 | 0.0037 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.9726 | 0.0037 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.9726 | 0.0037 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.9726 | 0.0037 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.9726 | 0.0037 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.9726 | 0.0037 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.9726 | 0.0037 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.9726 | 0.0037 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.9712 | 0.0046 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0049 | 0.0026 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.539 | 0.0655 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.5242 | 0.0504 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.5049 | 0.0089 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0118 | 0.0211 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.066 | 0.0516 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.0759 | 0.0986 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.0274 | 0.0037 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.0274 | 0.0037 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.0274 | 0.0037 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.0274 | 0.0037 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.0274 | 0.0037 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.0274 | 0.0037 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.0274 | 0.0037 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.0274 | 0.0037 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.0274 | 0.0037 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.0274 | 0.0037 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.0274 | 0.0037 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.0341 | 0.0147 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0158 | 0.0273 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0457 | 0.0135 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.0274 | 0.006 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.0274 | 0.0037 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.0274 | 0.0037 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.0274 | 0.0037 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.0274 | 0.0037 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.0274 | 0.0037 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.0274 | 0.0037 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.0274 | 0.0037 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.0274 | 0.0037 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.0274 | 0.0037 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.0274 | 0.0037 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.0274 | 0.0037 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.0288 | 0.0046 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0049 | 0.0026 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1988 | 0.2435 | 0:00:00.177412 | 0:00:00.029000 | 0:00:00.206413 |\n", "| 3 | 0.1 | 0.2 | 0:00:00.191585 | 0:00:00.028000 | 0:00:00.219585 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.199406 | 0:00:00.027595 | 0:00:00.227001 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.196798 | 0:00:00.029201 | 0:00:00.226000 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.211599 | 0:00:00.028613 | 0:00:00.240212 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.210587 | 0:00:00.029801 | 0:00:00.240389 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.221600 | 0:00:00.029600 | 0:00:00.251200 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.219801 | 0:00:00.031606 | 0:00:00.251406 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.234593 | 0:00:00.032600 | 0:00:00.267192 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.223807 | 0:00:00.031394 | 0:00:00.255201 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.226600 | 0:00:00.031400 | 0:00:00.258000 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.234000 | 0:00:00.031806 | 0:00:00.265806 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.251402 | 0:00:00.031592 | 0:00:00.282993 |\n", "| Average | 0.023 | 0.0341 | 0:00:00.215322 | 0:00:00.030170 | 0:00:00.245492 |\n", "| Std Dev. | 0.0573 | 0.0805 | 0.0194420459 | 0.0015739874 | 0.0207222221 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'winequality-white-3-9_vs_5'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9663 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.9832 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.9832 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.9832 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.9832 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.9832 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.9832 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.9832 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.9832 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.9832 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.9832 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.9832 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.9832 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.9819 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0045 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4914 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.4916 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.4916 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.4916 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.4916 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.4916 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.4916 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.4916 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.4916 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.4916 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.4916 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.4916 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.4916 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.4916 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9663 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.9832 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.9832 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.9832 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.9832 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.9832 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.9832 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.9832 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.9832 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.9832 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.9832 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.9832 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.9832 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.9819 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0045 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4914 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.5 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.5 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.5 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.5 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.5 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.5 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.5 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.5 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.5 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.5 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.5 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.5 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.4993 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0023 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9663 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.9832 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.9832 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.9832 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.9832 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.9832 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.9832 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.9832 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.9832 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.9832 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.9832 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.9832 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.9832 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.9819 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0045 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4914 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.4958 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.4958 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.4958 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.4958 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.4958 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.4958 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.4958 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.4958 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.4958 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.4958 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.4958 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.4958 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.4954 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0012 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9663 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.9832 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.9832 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.9832 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.9832 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.9832 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.9832 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.9832 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.9832 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.9832 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.9832 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.9832 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.9832 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.9819 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0045 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4914 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.5 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.5 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.5 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.5 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.5 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.5 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.5 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.5 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.5 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.5 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.5 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.5 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.4993 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0023 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0168 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.0168 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.0168 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.0168 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.0168 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.0168 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.0168 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.0168 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.0168 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.0168 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.0168 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.0168 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.0168 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.0168 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0337 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.0168 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.0168 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.0168 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.0168 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.0168 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.0168 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.0168 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.0168 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.0168 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.0168 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.0168 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.0168 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.0181 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0045 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.924005 | 0:00:00.081996 | 0:00:00.924005 |\n", "| 3 | 0.0 | 0:00:01.067002 | 0:00:00.063000 | 0:00:01.067002 |\n", "| 5 | 0.0 | 0:00:00.953032 | 0:00:00.057967 | 0:00:00.953032 |\n", "| 7 | 0.0 | 0:00:00.992001 | 0:00:00.062998 | 0:00:00.992001 |\n", "| 9 | 0.0 | 0:00:01.014002 | 0:00:00.061999 | 0:00:01.014002 |\n", "| 11 | 0.0 | 0:00:01.027001 | 0:00:00.063998 | 0:00:01.027001 |\n", "| 13 | 0.0 | 0:00:01.017002 | 0:00:00.063999 | 0:00:01.017002 |\n", "| 15 | 0.0 | 0:00:01.025031 | 0:00:00.067970 | 0:00:01.025031 |\n", "| 17 | 0.0 | 0:00:01.056001 | 0:00:00.063999 | 0:00:01.056001 |\n", "| 19 | 0.0 | 0:00:01.060000 | 0:00:00.068001 | 0:00:01.060000 |\n", "| 21 | 0.0 | 0:00:01.149000 | 0:00:00.084000 | 0:00:01.149000 |\n", "| 23 | 0.0 | 0:00:01.166997 | 0:00:00.069001 | 0:00:01.166997 |\n", "| 25 | 0.0 | 0:00:01.104001 | 0:00:00.073001 | 0:00:01.104001 |\n", "| Average | 0.0 | 0:00:01.042698 | 0:00:00.067841 | 0:00:00.555269 |\n", "| Std Dev. | 0.0 | 0.06697642828413261 | 0.007402193364589115 | 0.48975209057318964 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.9832 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.9832 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.9832 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.9832 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.9832 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.9832 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.9832 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.9832 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.9832 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.9832 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.9832 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.9832 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.9816 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0054 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4914 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.4916 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.4916 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.4916 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.4916 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.4916 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.4916 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.4916 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.4916 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.4916 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.4916 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.4916 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.4916 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.4916 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.9832 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.9832 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.9832 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.9832 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.9832 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.9832 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.9832 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.9832 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.9832 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.9832 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.9832 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.9832 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.9816 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0054 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4897 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.5 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.5 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.5 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.5 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.5 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.5 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.5 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.5 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.5 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.5 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.5 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.5 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.4992 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0027 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.9832 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.9832 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.9832 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.9832 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.9832 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.9832 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.9832 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.9832 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.9832 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.9832 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.9832 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.9832 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.9816 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0054 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4906 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.4958 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.4958 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.4958 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.4958 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.4958 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.4958 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.4958 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.4958 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.4958 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.4958 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.4958 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.4958 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.4954 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0014 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.9832 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.9832 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.9832 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.9832 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.9832 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.9832 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.9832 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.9832 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.9832 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.9832 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.9832 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.9832 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.9816 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0054 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4897 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.5 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.5 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.5 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.5 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.5 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.5 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.5 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.5 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.5 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.5 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.5 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.5 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.4992 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0027 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0168 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.0168 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.0168 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.0168 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.0168 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.0168 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.0168 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.0168 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.0168 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.0168 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.0168 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.0168 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.0168 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.0168 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.037 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.0168 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.0168 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.0168 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.0168 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.0168 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.0168 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.0168 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.0168 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.0168 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.0168 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.0168 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.0168 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.0184 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0054 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.905998 | 0:00:00.060000 | 0:00:00.905998 |\n", "| 3 | 0.0 | 0:00:00.939000 | 0:00:00.058001 | 0:00:00.939000 |\n", "| 5 | 0.0 | 0:00:00.988036 | 0:00:00.059003 | 0:00:00.988036 |\n", "| 7 | 0.0 | 0:00:01.109962 | 0:00:00.064000 | 0:00:01.109962 |\n", "| 9 | 0.0 | 0:00:01.079999 | 0:00:00.062000 | 0:00:01.079999 |\n", "| 11 | 0.0 | 0:00:01.066000 | 0:00:00.063000 | 0:00:01.066000 |\n", "| 13 | 0.0 | 0:00:01.087000 | 0:00:00.064000 | 0:00:01.087000 |\n", "| 15 | 0.0 | 0:00:01.109000 | 0:00:00.071000 | 0:00:01.109000 |\n", "| 17 | 0.0 | 0:00:01.124005 | 0:00:00.065996 | 0:00:01.124005 |\n", "| 19 | 0.0 | 0:00:01.116998 | 0:00:00.070000 | 0:00:01.116998 |\n", "| 21 | 0.0 | 0:00:01.169000 | 0:00:00.066003 | 0:00:01.169000 |\n", "| 23 | 0.0 | 0:00:01.237998 | 0:00:00.070998 | 0:00:01.237998 |\n", "| 25 | 0.0 | 0:00:01.221999 | 0:00:00.070000 | 0:00:01.221999 |\n", "| Average | 0.0 | 0:00:01.088846 | 0:00:00.064923 | 0:00:00.576885 |\n", "| Std Dev. | 0.0 | 0.09443564745077679 | 0.004375255010227954 | 0.5163070917436244 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.973 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.9797 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.9831 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.9831 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.9831 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.9831 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.9831 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.9831 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.9831 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.9831 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.9831 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.9831 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.9831 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.9821 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0028 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4915 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.4915 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.4916 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.4916 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.4916 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.4916 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.4916 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.4916 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.4916 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.4916 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.4916 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.4916 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.4916 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.4915 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.973 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.9797 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.9831 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.9831 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.9831 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.9831 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.9831 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.9831 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.9831 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.9831 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.9831 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.9831 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.9831 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.9821 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0028 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4948 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.4983 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.5 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.5 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.5 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.5 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.5 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.5 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.5 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.5 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.5 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.5 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.5 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.4995 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0014 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.973 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.9797 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.9831 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.9831 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.9831 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.9831 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.9831 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.9831 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.9831 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.9831 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.9831 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.9831 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.9831 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.9821 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0028 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4932 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.4949 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.4957 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.4957 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.4957 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.4957 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.4957 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.4957 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.4957 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.4957 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.4957 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.4957 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.4957 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.4955 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0007 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.973 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.9797 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.9831 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.9831 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.9831 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.9831 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.9831 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.9831 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.9831 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.9831 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.9831 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.9831 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.9831 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.9821 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0028 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4948 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.4983 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.5 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.5 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.5 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.5 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.5 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.5 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.5 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.5 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.5 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.5 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.5 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.4995 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0014 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0169 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.0169 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.0169 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.0169 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.0169 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.0169 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.0169 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.0169 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.0169 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.0169 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.0169 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.0169 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.0169 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.0169 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.027 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.0203 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.0169 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.0169 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.0169 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.0169 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.0169 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.0169 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.0169 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.0169 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.0169 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.0169 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.0169 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.0179 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0028 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.757000 | 0:00:00.057002 | 0:00:00.757000 |\n", "| 3 | 0.0 | 0:00:00.813000 | 0:00:00.060998 | 0:00:00.813000 |\n", "| 5 | 0.0 | 0:00:00.860000 | 0:00:00.058999 | 0:00:00.860000 |\n", "| 7 | 0.0 | 0:00:00.905034 | 0:00:00.061968 | 0:00:00.905034 |\n", "| 9 | 0.0 | 0:00:00.939001 | 0:00:00.063998 | 0:00:00.939001 |\n", "| 11 | 0.0 | 0:00:00.953999 | 0:00:00.064001 | 0:00:00.953999 |\n", "| 13 | 0.0 | 0:00:00.972000 | 0:00:00.065999 | 0:00:00.972000 |\n", "| 15 | 0.0 | 0:00:00.980000 | 0:00:00.068000 | 0:00:00.980000 |\n", "| 17 | 0.0 | 0:00:01.002002 | 0:00:00.072997 | 0:00:01.002002 |\n", "| 19 | 0.0 | 0:00:01.136001 | 0:00:00.068999 | 0:00:01.136001 |\n", "| 21 | 0.0 | 0:00:01.056003 | 0:00:00.079999 | 0:00:01.056003 |\n", "| 23 | 0.0 | 0:00:01.055032 | 0:00:00.067966 | 0:00:01.055032 |\n", "| 25 | 0.0 | 0:00:01.068851 | 0:00:00.068998 | 0:00:01.068851 |\n", "| Average | 0.0 | 0:00:00.961379 | 0:00:00.066148 | 0:00:00.513763 |\n", "| Std Dev. | 0.0 | 0.10365338775799982 | 0.005881893012082016 | 0.4535954897214384 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.9797 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.9797 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.9797 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.9831 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.9831 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.9831 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.9831 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.9831 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.9831 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.9831 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.9831 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.9831 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.9818 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0021 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4915 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.4915 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.4915 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.4915 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.4916 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.4916 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.4916 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.4916 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.4916 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.4916 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.4916 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.4916 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.4916 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.4915 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.9797 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.9797 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.9797 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.9831 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.9831 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.9831 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.9831 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.9831 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.9831 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.9831 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.9831 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.9831 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.9818 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0021 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4966 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.4983 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.4983 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.4983 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.5 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.5 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.5 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.5 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.5 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.5 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.5 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.5 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.5 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.4993 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0011 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.9797 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.9797 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.9797 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.9831 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.9831 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.9831 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.9831 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.9831 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.9831 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.9831 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.9831 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.9831 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.9818 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0021 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.494 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.4949 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.4949 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.4949 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.4957 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.4957 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.4957 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.4957 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.4957 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.4957 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.4957 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.4957 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.4957 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.4954 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0005 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.9797 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.9797 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.9797 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.9831 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.9831 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.9831 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.9831 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.9831 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.9831 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.9831 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.9831 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.9831 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.9818 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0021 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4966 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.4983 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.4983 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.4983 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.5 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.5 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.5 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.5 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.5 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.5 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.5 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.5 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.5 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.4993 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0011 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0169 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.0169 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.0169 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.0169 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.0169 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.0169 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.0169 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.0169 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.0169 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.0169 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.0169 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.0169 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.0169 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.0169 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0236 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.0203 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.0203 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.0203 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.0169 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.0169 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.0169 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.0169 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.0169 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.0169 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.0169 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.0169 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.0169 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.0182 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0021 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.888001 | 0:00:00.058002 | 0:00:00.888001 |\n", "| 3 | 0.0 | 0:00:00.971997 | 0:00:00.069004 | 0:00:00.971997 |\n", "| 5 | 0.0 | 0:00:01.107996 | 0:00:00.064002 | 0:00:01.107996 |\n", "| 7 | 0.0 | 0:00:01.018032 | 0:00:00.060002 | 0:00:01.018032 |\n", "| 9 | 0.0 | 0:00:01.036963 | 0:00:00.062002 | 0:00:01.036963 |\n", "| 11 | 0.0 | 0:00:01.083002 | 0:00:00.062031 | 0:00:01.083002 |\n", "| 13 | 0.0 | 0:00:01.100966 | 0:00:00.062999 | 0:00:01.100966 |\n", "| 15 | 0.0 | 0:00:01.150034 | 0:00:00.069968 | 0:00:01.150034 |\n", "| 17 | 0.0 | 0:00:01.181998 | 0:00:00.069000 | 0:00:01.181998 |\n", "| 19 | 0.0 | 0:00:01.232002 | 0:00:00.081999 | 0:00:01.232002 |\n", "| 21 | 0.0 | 0:00:01.243002 | 0:00:00.067997 | 0:00:01.243002 |\n", "| 23 | 0.0 | 0:00:01.208002 | 0:00:00.067999 | 0:00:01.208002 |\n", "| 25 | 0.0 | 0:00:01.229001 | 0:00:00.068997 | 0:00:01.229001 |\n", "| Average | 0.0 | 0:00:01.111615 | 0:00:00.066462 | 0:00:00.589038 |\n", "| Std Dev. | 0.0 | 0.10598527750227336 | 0.005874528648251285 | 0.5279395676078017 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.9831 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.9831 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.9831 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.9831 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.9831 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.9831 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.9831 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.9831 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.9831 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.9831 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.9831 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.9831 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.9826 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0018 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6615 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.4916 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.4916 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.4916 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.4916 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.4916 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.4916 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.4916 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.4916 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.4916 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.4916 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.4916 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.4916 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.5046 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0453 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.9831 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.9831 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.9831 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.9831 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.9831 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.9831 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.9831 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.9831 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.9831 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.9831 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.9831 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.9831 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.9826 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0018 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6931 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.5 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.5 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.5 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.5 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.5 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.5 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.5 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.5 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.5 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.5 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.5 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.5 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.5149 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0515 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.9831 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.9831 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.9831 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.9831 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.9831 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.9831 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.9831 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.9831 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.9831 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.9831 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.9831 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.9831 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.9826 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0018 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6758 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.4957 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.4957 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.4957 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.4957 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.4957 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.4957 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.4957 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.4957 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.4957 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.4957 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.4957 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.4957 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.5096 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.048 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9764 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.9831 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.9831 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.9831 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.9831 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.9831 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.9831 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.9831 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.9831 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.9831 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.9831 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.9831 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.9831 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.9826 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0018 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6931 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.5 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.5 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.5 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.5 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.5 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.5 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.5 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.5 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.5 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.5 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.5 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.5 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.5149 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0515 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.1435 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.0169 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.0169 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.0169 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.0169 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.0169 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.0169 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.0169 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.0169 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.0169 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.0169 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.0169 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.0169 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.0266 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0337 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0236 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.0169 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.0169 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.0169 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.0169 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.0169 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.0169 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.0169 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.0169 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.0169 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.0169 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.0169 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.0169 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.0174 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.0018 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6281 | 0:00:00.843001 | 0:00:00.058000 | 0:00:00.843001 |\n", "| 3 | 0.0 | 0:00:00.938997 | 0:00:00.060001 | 0:00:00.938997 |\n", "| 5 | 0.0 | 0:00:00.991002 | 0:00:00.058999 | 0:00:00.991002 |\n", "| 7 | 0.0 | 0:00:01.030998 | 0:00:00.061005 | 0:00:01.030998 |\n", "| 9 | 0.0 | 0:00:01.076996 | 0:00:00.062000 | 0:00:01.076996 |\n", "| 11 | 0.0 | 0:00:01.112001 | 0:00:00.068003 | 0:00:01.112001 |\n", "| 13 | 0.0 | 0:00:01.364031 | 0:00:00.065968 | 0:00:01.364031 |\n", "| 15 | 0.0 | 0:00:01.148997 | 0:00:00.068001 | 0:00:01.148997 |\n", "| 17 | 0.0 | 0:00:01.249000 | 0:00:00.069001 | 0:00:01.249000 |\n", "| 19 | 0.0 | 0:00:01.243999 | 0:00:00.068002 | 0:00:01.243999 |\n", "| 21 | 0.0 | 0:00:01.251998 | 0:00:00.067001 | 0:00:01.251998 |\n", "| 23 | 0.0 | 0:00:01.392855 | 0:00:00.069999 | 0:00:01.392855 |\n", "| 25 | 0.0 | 0:00:01.289003 | 0:00:00.070034 | 0:00:01.289003 |\n", "| Average | 0.0483 | 0:00:01.148683 | 0:00:00.065078 | 0:00:00.606880 |\n", "| Std Dev. | 0.1674 | 0.1612725397727298 | 0.004235342411285664 | 0.5536815532409071 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.971 | 0.0054 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.9818 | 0.0017 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.9825 | 0.0014 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.9825 | 0.0014 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.9831 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.9831 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.9831 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.9831 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.9831 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.9831 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.9831 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.9831 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.9831 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.982 | 0.0008 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0032 | 0.0015 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5255 | 0.068 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.4916 | 0.0 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.4916 | 0.0 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.4916 | 0.0 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.4916 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.4916 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.4916 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.4916 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.4916 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.4916 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.4916 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.4916 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.4916 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.4942 | 0.0052 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.009 | 0.0181 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.971 | 0.0054 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.9818 | 0.0017 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.9825 | 0.0014 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.9825 | 0.0014 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.9831 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.9831 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.9831 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.9831 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.9831 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.9831 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.9831 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.9831 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.9831 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.982 | 0.0008 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0032 | 0.0015 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5331 | 0.08 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.4993 | 0.0008 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.4997 | 0.0007 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.4997 | 0.0007 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.5 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.5 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.5 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.5 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.5 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.5 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.5 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.5 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.5 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.5024 | 0.0063 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0089 | 0.0213 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.971 | 0.0054 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.9818 | 0.0017 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.9825 | 0.0014 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.9825 | 0.0014 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.9831 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.9831 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.9831 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.9831 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.9831 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.9831 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.9831 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.9831 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.9831 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.982 | 0.0008 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0032 | 0.0015 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.529 | 0.0734 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.4954 | 0.0004 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.4956 | 0.0003 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.4956 | 0.0003 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.4957 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.4957 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.4957 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.4957 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.4957 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.4957 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.4957 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.4957 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.4957 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.4983 | 0.0057 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0089 | 0.0195 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.971 | 0.0054 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.9818 | 0.0017 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.9825 | 0.0014 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.9825 | 0.0014 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.9831 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.9831 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.9831 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.9831 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.9831 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.9831 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.9831 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.9831 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.9831 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.982 | 0.0008 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0032 | 0.0015 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5331 | 0.08 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.4993 | 0.0008 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.4997 | 0.0007 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.4997 | 0.0007 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.5 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.5 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.5 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.5 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.5 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.5 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.5 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.5 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.5 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.5024 | 0.0063 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0089 | 0.0213 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0422 | 0.0506 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.0169 | 0.0 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.0169 | 0.0 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.0169 | 0.0 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.0169 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.0169 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.0169 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.0169 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.0169 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.0169 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.0169 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.0169 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.0169 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.0188 | 0.0039 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0067 | 0.0135 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.029 | 0.0054 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.0182 | 0.0017 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.0175 | 0.0014 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.0175 | 0.0014 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.0169 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.0169 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.0169 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.0169 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.0169 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.0169 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.0169 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.0169 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.0169 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.018 | 0.0008 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0032 | 0.0015 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1256 | 0.2512 | 0:00:00.863601 | 0:00:00.063000 | 0:00:00.926601 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.945999 | 0:00:00.062201 | 0:00:01.008200 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.980013 | 0:00:00.059794 | 0:00:01.039808 |\n", "| 7 | 0.0 | 0.0 | 0:00:01.011205 | 0:00:00.061995 | 0:00:01.073200 |\n", "| 9 | 0.0 | 0.0 | 0:00:01.029392 | 0:00:00.062400 | 0:00:01.091792 |\n", "| 11 | 0.0 | 0.0 | 0:00:01.048401 | 0:00:00.064207 | 0:00:01.112607 |\n", "| 13 | 0.0 | 0.0 | 0:00:01.108200 | 0:00:00.064593 | 0:00:01.172792 |\n", "| 15 | 0.0 | 0.0 | 0:00:01.082612 | 0:00:00.068988 | 0:00:01.151600 |\n", "| 17 | 0.0 | 0.0 | 0:00:01.122601 | 0:00:00.068199 | 0:00:01.190800 |\n", "| 19 | 0.0 | 0.0 | 0:00:01.157800 | 0:00:00.071400 | 0:00:01.229200 |\n", "| 21 | 0.0 | 0.0 | 0:00:01.173801 | 0:00:00.073000 | 0:00:01.246801 |\n", "| 23 | 0.0 | 0.0 | 0:00:01.212177 | 0:00:00.069193 | 0:00:01.281370 |\n", "| 25 | 0.0 | 0.0 | 0:00:01.182571 | 0:00:00.070206 | 0:00:01.252777 |\n", "| Average | 0.0097 | 0.0193 | 0:00:01.070644 | 0:00:00.066090 | 0:00:01.136734 |\n", "| Std Dev. | 0.0335 | 0.0669 | 0.098993575 | 0.0040747976 | 0.1023586207 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'winequality-white-3_vs_7'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9833 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.9778 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.9778 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.9778 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.9778 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.9778 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.9778 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.9778 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.9778 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.9778 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.9778 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.9778 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.9778 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.9782 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0015 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9916 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.4889 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.4889 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.4889 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.4889 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.4889 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.4889 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.4889 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.4889 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.4889 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.4889 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.4889 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.4889 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.5276 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.134 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9833 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.9778 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.9778 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.9778 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.9778 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.9778 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.9778 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.9778 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.9778 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.9778 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.9778 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.9778 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.9778 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.9782 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0015 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.625 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.5 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.5 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.5 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.5 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.5 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.5 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.5 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.5 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.5 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.5 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.5 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.5 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.5096 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0333 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9833 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.9778 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.9778 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.9778 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.9778 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.9778 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.9778 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.9778 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.9778 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.9778 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.9778 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.9778 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.9778 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.9782 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0015 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6958 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.4944 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.4944 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.4944 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.4944 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.4944 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.4944 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.4944 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.4944 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.4944 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.4944 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.4944 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.4944 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.5099 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0537 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9833 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.9778 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.9778 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.9778 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.9778 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.9778 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.9778 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.9778 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.9778 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.9778 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.9778 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.9778 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.9778 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.9782 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0015 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.625 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.5 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.5 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.5 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.5 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.5 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.5 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.5 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.5 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.5 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.5 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.5 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.5 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.5096 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0333 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.2667 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.0222 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.0222 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.0222 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.0222 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.0222 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.0222 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.0222 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.0222 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.0222 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.0222 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.0222 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.0222 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.041 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0651 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0167 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.0222 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.0222 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.0222 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.0222 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.0222 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.0222 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.0222 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.0222 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.0222 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.0222 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.0222 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.0222 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.0218 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.0015 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.480996 | 0:00:00.036003 | 0:00:00.480996 |\n", "| 3 | 0.0 | 0:00:00.523002 | 0:00:00.035995 | 0:00:00.523002 |\n", "| 5 | 0.0 | 0:00:00.506001 | 0:00:00.035999 | 0:00:00.506001 |\n", "| 7 | 0.0 | 0:00:00.523037 | 0:00:00.036999 | 0:00:00.523037 |\n", "| 9 | 0.0 | 0:00:00.550963 | 0:00:00.038002 | 0:00:00.550963 |\n", "| 11 | 0.0 | 0:00:00.553033 | 0:00:00.039967 | 0:00:00.553033 |\n", "| 13 | 0.0 | 0:00:00.571000 | 0:00:00.038000 | 0:00:00.571000 |\n", "| 15 | 0.0 | 0:00:00.560999 | 0:00:00.046039 | 0:00:00.560999 |\n", "| 17 | 0.0 | 0:00:00.563961 | 0:00:00.040000 | 0:00:00.563961 |\n", "| 19 | 0.0 | 0:00:00.576999 | 0:00:00.040000 | 0:00:00.576999 |\n", "| 21 | 0.0 | 0:00:00.597004 | 0:00:00.045002 | 0:00:00.597004 |\n", "| 23 | 0.0 | 0:00:00.636995 | 0:00:00.042001 | 0:00:00.636995 |\n", "| 25 | 0.0 | 0:00:00.612998 | 0:00:00.041036 | 0:00:00.612998 |\n", "| Average | 0.0385 | 0:00:00.558230 | 0:00:00.039619 | 0:00:00.298924 |\n", "| Std Dev. | 0.1332 | 0.04161643597198332 | 0.0031587193938559448 | 0.26097966006947076 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9833 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.9889 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.9833 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.9778 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.9833 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.9778 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.9778 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.9778 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.9778 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.9778 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.9778 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.9778 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.9778 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.9799 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0035 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.8277 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.9944 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.9916 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.4889 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.9916 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.4889 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.4889 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.4889 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.4889 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.4889 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.4889 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.4889 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.4889 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.6312 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.2171 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9833 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.9889 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.9833 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.9778 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.9833 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.9778 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.9778 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.9778 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.9778 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.9778 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.9778 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.9778 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.9778 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.9799 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0035 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7472 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.75 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.625 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.5 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.625 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.5 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.5 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.5 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.5 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.5 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.5 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.5 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.5 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.5575 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0928 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9833 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.9889 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.9833 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.9778 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.9833 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.9778 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.9778 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.9778 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.9778 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.9778 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.9778 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.9778 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.9778 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.9799 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0035 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7815 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.8305 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.6958 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.4944 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.6958 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.4944 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.4944 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.4944 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.4944 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.4944 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.4944 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.4944 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.4944 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.5733 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.1226 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9833 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.9889 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.9833 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.9778 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.9833 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.9778 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.9778 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.9778 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.9778 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.9778 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.9778 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.9778 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.9778 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.9799 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0035 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7472 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.75 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.625 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.5 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.625 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.5 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.5 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.5 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.5 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.5 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.5 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.5 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.5 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.5575 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0928 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.3444 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.5111 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.2667 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.0222 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.2667 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.0222 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.0222 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.0222 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.0222 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.0222 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.0222 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.0222 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.0222 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.1222 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.1599 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0167 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.0111 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.0167 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.0222 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.0167 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.0222 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.0222 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.0222 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.0222 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.0222 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.0222 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.0222 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.0222 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.0201 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.0035 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.7051 | 0:00:00.509000 | 0:00:00.035002 | 0:00:00.509000 |\n", "| 3 | 0.7071 | 0:00:00.515998 | 0:00:00.035997 | 0:00:00.515998 |\n", "| 5 | 0.5 | 0:00:00.535000 | 0:00:00.035037 | 0:00:00.535000 |\n", "| 7 | 0.0 | 0:00:00.558966 | 0:00:00.039001 | 0:00:00.558966 |\n", "| 9 | 0.5 | 0:00:00.543032 | 0:00:00.037964 | 0:00:00.543032 |\n", "| 11 | 0.0 | 0:00:00.550000 | 0:00:00.039000 | 0:00:00.550000 |\n", "| 13 | 0.0 | 0:00:00.557000 | 0:00:00.038000 | 0:00:00.557000 |\n", "| 15 | 0.0 | 0:00:00.582001 | 0:00:00.041001 | 0:00:00.582001 |\n", "| 17 | 0.0 | 0:00:00.581998 | 0:00:00.040003 | 0:00:00.581998 |\n", "| 19 | 0.0 | 0:00:00.606997 | 0:00:00.039999 | 0:00:00.606997 |\n", "| 21 | 0.0 | 0:00:00.592001 | 0:00:00.040999 | 0:00:00.592001 |\n", "| 23 | 0.0 | 0:00:00.596002 | 0:00:00.042001 | 0:00:00.596002 |\n", "| 25 | 0.0 | 0:00:00.607033 | 0:00:00.042968 | 0:00:00.607033 |\n", "| Average | 0.1856 | 0:00:00.564233 | 0:00:00.038998 | 0:00:00.301615 |\n", "| Std Dev. | 0.2841 | 0.03166674975034063 | 0.0024421179540413973 | 0.2635760743270784 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.9833 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.9833 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.9778 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.9778 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.9778 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.9778 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.9778 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.9778 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.9778 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.9778 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.9778 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.9778 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.9786 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.002 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7416 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.9916 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.9916 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.4889 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.4889 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.4889 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.4889 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.4889 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.4889 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.4889 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.4889 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.4889 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.4889 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.5857 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.1855 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.9833 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.9833 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.9778 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.9778 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.9778 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.9778 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.9778 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.9778 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.9778 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.9778 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.9778 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.9778 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.9786 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.002 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6222 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.625 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.625 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.5 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.5 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.5 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.5 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.5 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.5 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.5 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.5 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.5 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.5 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.5286 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.0523 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.9833 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.9833 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.9778 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.9778 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.9778 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.9778 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.9778 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.9778 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.9778 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.9778 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.9778 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.9778 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.9786 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.002 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.661 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.6958 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.6958 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.4944 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.4944 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.4944 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.4944 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.4944 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.4944 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.4944 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.4944 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.4944 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.4944 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.5382 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.0804 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.9833 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.9833 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.9778 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.9778 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.9778 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.9778 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.9778 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.9778 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.9778 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.9778 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.9778 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.9778 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.9786 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.002 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6222 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.625 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.625 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.5 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.5 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.5 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.5 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.5 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.5 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.5 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.5 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.5 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.5 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.5286 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.0523 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1417 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.2667 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.2667 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.0222 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.0222 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.0222 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.0222 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.0222 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.0222 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.0222 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.0222 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.0222 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.0222 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.069 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.09 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0222 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.0167 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.0167 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.0222 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.0222 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.0222 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.0222 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.0222 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.0222 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.0222 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.0222 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.0222 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.0222 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.0214 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.002 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4986 | 0:00:00.440002 | 0:00:00.035001 | 0:00:00.440002 |\n", "| 3 | 0.5 | 0:00:00.468999 | 0:00:00.035000 | 0:00:00.468999 |\n", "| 5 | 0.5 | 0:00:00.494998 | 0:00:00.044004 | 0:00:00.494998 |\n", "| 7 | 0.0 | 0:00:00.594996 | 0:00:00.039003 | 0:00:00.594996 |\n", "| 9 | 0.0 | 0:00:00.533997 | 0:00:00.038018 | 0:00:00.533997 |\n", "| 11 | 0.0 | 0:00:00.522982 | 0:00:00.037999 | 0:00:00.522982 |\n", "| 13 | 0.0 | 0:00:00.548000 | 0:00:00.040034 | 0:00:00.548000 |\n", "| 15 | 0.0 | 0:00:00.570967 | 0:00:00.045003 | 0:00:00.570967 |\n", "| 17 | 0.0 | 0:00:00.592000 | 0:00:00.044000 | 0:00:00.592000 |\n", "| 19 | 0.0 | 0:00:00.577996 | 0:00:00.040003 | 0:00:00.577996 |\n", "| 21 | 0.0 | 0:00:00.543998 | 0:00:00.041036 | 0:00:00.543998 |\n", "| 23 | 0.0 | 0:00:00.557965 | 0:00:00.042001 | 0:00:00.557965 |\n", "| 25 | 0.0 | 0:00:00.567998 | 0:00:00.042034 | 0:00:00.567998 |\n", "| Average | 0.1153 | 0:00:00.539608 | 0:00:00.040241 | 0:00:00.289924 |\n", "| Std Dev. | 0.2105 | 0.045325629599482935 | 0.0030937795580053763 | 0.25174136273052644 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9722 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.9722 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.9778 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.9778 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.9778 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.9778 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.9778 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.9778 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.9778 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.9778 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.9778 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.9778 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.9778 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.9769 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.002 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4888 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.4888 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.4889 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.4889 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.4889 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.4889 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.4889 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.4889 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.4889 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.4889 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.4889 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.4889 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.4889 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.4889 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.0 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9722 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.9722 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.9778 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.9778 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.9778 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.9778 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.9778 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.9778 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.9778 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.9778 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.9778 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.9778 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.9778 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.9769 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.002 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4972 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.4972 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.5 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.5 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.5 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.5 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.5 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.5 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.5 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.5 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.5 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.5 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.5 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.4996 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.001 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9722 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.9722 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.9778 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.9778 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.9778 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.9778 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.9778 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.9778 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.9778 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.9778 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.9778 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.9778 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.9778 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.9769 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.002 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.493 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.493 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.4944 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.4944 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.4944 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.4944 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.4944 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.4944 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.4944 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.4944 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.4944 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.4944 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.4944 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.4942 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.0005 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9722 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.9722 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.9778 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.9778 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.9778 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.9778 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.9778 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.9778 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.9778 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.9778 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.9778 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.9778 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.9778 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.9769 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.002 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4972 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.4972 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.5 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.5 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.5 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.5 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.5 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.5 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.5 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.5 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.5 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.5 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.5 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.4996 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.001 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0222 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.0222 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.0222 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.0222 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.0222 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.0222 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.0222 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.0222 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.0222 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.0222 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.0222 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.0222 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.0222 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.0222 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.0 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0278 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.0278 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.0222 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.0222 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.0222 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.0222 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.0222 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.0222 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.0222 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.0222 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.0222 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.0222 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.0222 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.0231 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.002 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.450999 | 0:00:00.039001 | 0:00:00.450999 |\n", "| 3 | 0.0 | 0:00:00.508997 | 0:00:00.037001 | 0:00:00.508997 |\n", "| 5 | 0.0 | 0:00:00.479999 | 0:00:00.038000 | 0:00:00.479999 |\n", "| 7 | 0.0 | 0:00:00.504999 | 0:00:00.037001 | 0:00:00.504999 |\n", "| 9 | 0.0 | 0:00:00.496042 | 0:00:00.041993 | 0:00:00.496042 |\n", "| 11 | 0.0 | 0:00:00.499965 | 0:00:00.037999 | 0:00:00.499965 |\n", "| 13 | 0.0 | 0:00:00.507003 | 0:00:00.039001 | 0:00:00.507003 |\n", "| 15 | 0.0 | 0:00:00.514996 | 0:00:00.050035 | 0:00:00.514996 |\n", "| 17 | 0.0 | 0:00:00.530967 | 0:00:00.040001 | 0:00:00.530967 |\n", "| 19 | 0.0 | 0:00:00.523032 | 0:00:00.041968 | 0:00:00.523032 |\n", "| 21 | 0.0 | 0:00:00.540000 | 0:00:00.039998 | 0:00:00.540000 |\n", "| 23 | 0.0 | 0:00:00.527999 | 0:00:00.042002 | 0:00:00.527999 |\n", "| 25 | 0.0 | 0:00:00.532001 | 0:00:00.041996 | 0:00:00.532001 |\n", "| Average | 0.0 | 0:00:00.509000 | 0:00:00.040461 | 0:00:00.274731 |\n", "| Std Dev. | 0.0 | 0.02327280282893892 | 0.003302113502503861 | 0.23485830517749906 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.9889 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.9833 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.9833 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.9833 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.9833 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.9833 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.9833 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.9778 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.9778 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.9778 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.9778 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.9833 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.9816 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.0034 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7443 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.9944 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.9916 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.9916 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.9916 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.9916 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.9916 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.9916 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.4889 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.4889 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.4889 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.4889 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.9916 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.8181 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.2288 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.9889 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.9833 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.9833 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.9833 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.9833 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.9833 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.9833 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.9778 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.9778 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.9778 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.9778 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.9833 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.9816 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.0034 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7443 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.75 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.625 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.625 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.625 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.625 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.625 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.625 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.5 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.5 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.5 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.5 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.625 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.6053 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.082 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.9889 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.9833 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.9833 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.9833 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.9833 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.9833 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.9833 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.9778 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.9778 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.9778 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.9778 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.9833 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.9816 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.0034 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7443 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.8305 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.6958 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.6958 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.6958 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.6958 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.6958 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.6958 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.4944 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.4944 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.4944 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.4944 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.6958 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.6479 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.1085 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.9889 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.9833 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.9833 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.9833 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.9833 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.9833 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.9833 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.9778 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.9778 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.9778 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.9778 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.9833 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.9816 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.0034 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7443 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.75 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.625 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.625 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.625 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.625 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.625 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.625 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.5 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.5 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.5 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.5 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.625 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.6053 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.082 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.2611 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.5111 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.2667 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.2667 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.2667 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.2667 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.2667 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.2667 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.0222 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.0222 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.0222 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.0222 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.2667 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.2098 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.1405 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0222 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.0111 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.0167 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.0167 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.0167 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.0167 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.0167 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.0167 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.0222 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.0222 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.0222 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.0222 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.0167 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.0184 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.0034 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7031 | 0:00:00.409965 | 0:00:00.035001 | 0:00:00.409965 |\n", "| 3 | 0.7071 | 0:00:00.461001 | 0:00:00.035032 | 0:00:00.461001 |\n", "| 5 | 0.5 | 0:00:00.461966 | 0:00:00.036034 | 0:00:00.461966 |\n", "| 7 | 0.5 | 0:00:00.483001 | 0:00:00.038967 | 0:00:00.483001 |\n", "| 9 | 0.5 | 0:00:00.558001 | 0:00:00.042999 | 0:00:00.558001 |\n", "| 11 | 0.5 | 0:00:00.544003 | 0:00:00.065001 | 0:00:00.544003 |\n", "| 13 | 0.5 | 0:00:00.665103 | 0:00:00.063998 | 0:00:00.665103 |\n", "| 15 | 0.5 | 0:00:00.786470 | 0:00:00.056999 | 0:00:00.786470 |\n", "| 17 | 0.0 | 0:00:00.603002 | 0:00:00.055998 | 0:00:00.603002 |\n", "| 19 | 0.0 | 0:00:00.554036 | 0:00:00.040963 | 0:00:00.554036 |\n", "| 21 | 0.0 | 0:00:00.534000 | 0:00:00.041001 | 0:00:00.534000 |\n", "| 23 | 0.0 | 0:00:00.528998 | 0:00:00.042001 | 0:00:00.528998 |\n", "| 25 | 0.5 | 0:00:00.542999 | 0:00:00.043001 | 0:00:00.542999 |\n", "| Average | 0.3777 | 0:00:00.548657 | 0:00:00.045923 | 0:00:00.297290 |\n", "| Std Dev. | 0.2616 | 0.09306092652812774 | 0.010303877181962445 | 0.25993988986609884 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9789 | 0.0042 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.9822 | 0.0065 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.9811 | 0.0027 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.9789 | 0.0022 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.98 | 0.0027 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.9789 | 0.0022 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.9789 | 0.0022 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.9789 | 0.0022 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.9778 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.9778 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.9778 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.9778 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.9789 | 0.0022 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.9791 | 0.0021 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0013 | 0.0018 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7588 | 0.1627 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.7916 | 0.2472 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.7905 | 0.2463 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.5894 | 0.2011 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.69 | 0.2463 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.5894 | 0.2011 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.5894 | 0.2011 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.5894 | 0.2011 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.4889 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.4889 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.4889 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.4889 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.5894 | 0.2011 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.6103 | 0.1468 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.1092 | 0.1004 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9789 | 0.0042 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.9822 | 0.0065 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.9811 | 0.0027 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.9789 | 0.0022 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.98 | 0.0027 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.9789 | 0.0022 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.9789 | 0.0022 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.9789 | 0.0022 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.9778 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.9778 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.9778 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.9778 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.9789 | 0.0022 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.9791 | 0.0021 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0013 | 0.0018 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6472 | 0.0928 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.6244 | 0.1124 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.575 | 0.0612 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.525 | 0.05 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.55 | 0.0612 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.525 | 0.05 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.525 | 0.05 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.525 | 0.05 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.525 | 0.05 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.5401 | 0.0444 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.046 | 0.0346 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9789 | 0.0042 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.9822 | 0.0065 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.9811 | 0.0027 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.9789 | 0.0022 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.98 | 0.0027 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.9789 | 0.0022 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.9789 | 0.0022 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.9789 | 0.0022 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.9778 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.9778 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.9778 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.9778 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.9789 | 0.0022 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.9791 | 0.0021 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0013 | 0.0018 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6751 | 0.0999 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.6688 | 0.1512 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.6152 | 0.0987 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.5347 | 0.0806 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.5749 | 0.0987 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.5347 | 0.0806 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.5347 | 0.0806 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.5347 | 0.0806 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.4944 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.4944 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.4944 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.4944 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.5347 | 0.0806 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.5527 | 0.0655 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0608 | 0.0473 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9789 | 0.0042 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.9822 | 0.0065 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.9811 | 0.0027 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.9789 | 0.0022 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.98 | 0.0027 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.9789 | 0.0022 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.9789 | 0.0022 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.9789 | 0.0022 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.9778 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.9778 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.9778 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.9778 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.9789 | 0.0022 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.9791 | 0.0021 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0013 | 0.0018 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6472 | 0.0928 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.6244 | 0.1124 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.575 | 0.0612 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.525 | 0.05 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.55 | 0.0612 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.525 | 0.05 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.525 | 0.05 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.525 | 0.05 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.525 | 0.05 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.5401 | 0.0444 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.046 | 0.0346 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.2072 | 0.113 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.2667 | 0.2186 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.1689 | 0.1198 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.0711 | 0.0978 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.12 | 0.1198 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.0711 | 0.0978 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.0711 | 0.0978 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.0711 | 0.0978 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.0222 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.0222 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.0222 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.0222 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.0711 | 0.0978 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.0929 | 0.0815 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0745 | 0.0624 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0211 | 0.0042 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.0178 | 0.0065 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.0189 | 0.0027 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.0211 | 0.0022 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.02 | 0.0027 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.0211 | 0.0022 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.0211 | 0.0022 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.0211 | 0.0022 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.0222 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.0222 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.0222 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.0222 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.0211 | 0.0022 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.0209 | 0.0021 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.0013 | 0.0018 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4814 | 0.2575 | 0:00:00.458193 | 0:00:00.036002 | 0:00:00.494194 |\n", "| 3 | 0.3828 | 0.3216 | 0:00:00.495600 | 0:00:00.035805 | 0:00:00.531405 |\n", "| 5 | 0.3 | 0.2449 | 0:00:00.495593 | 0:00:00.037815 | 0:00:00.533407 |\n", "| 7 | 0.1 | 0.2 | 0:00:00.533000 | 0:00:00.038194 | 0:00:00.571194 |\n", "| 9 | 0.2 | 0.2449 | 0:00:00.536407 | 0:00:00.039795 | 0:00:00.576202 |\n", "| 11 | 0.1 | 0.2 | 0:00:00.533997 | 0:00:00.043993 | 0:00:00.577990 |\n", "| 13 | 0.1 | 0.2 | 0:00:00.569621 | 0:00:00.043806 | 0:00:00.613427 |\n", "| 15 | 0.1 | 0.2 | 0:00:00.603087 | 0:00:00.047815 | 0:00:00.650902 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.574386 | 0:00:00.044000 | 0:00:00.618386 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.567812 | 0:00:00.040587 | 0:00:00.608399 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.561401 | 0:00:00.041607 | 0:00:00.603008 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.569592 | 0:00:00.042001 | 0:00:00.611593 |\n", "| 25 | 0.1 | 0.2 | 0:00:00.572606 | 0:00:00.042207 | 0:00:00.614813 |\n", "| Average | 0.1434 | 0.1592 | 0:00:00.543946 | 0:00:00.041048 | 0:00:00.584994 |\n", "| Std Dev. | 0.1496 | 0.1111 | 0.0389688824 | 0.0033592158 | 0.0419071438 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'winequality-white-9_vs_4'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9412 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.9706 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.9706 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.9706 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.9706 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.9706 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.9412 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.9412 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.9412 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.9412 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.9412 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.9412 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.9412 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.9525 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0143 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4848 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.4853 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.4853 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.4853 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.4853 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.4853 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.4848 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.4848 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.4848 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.4848 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.4848 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.4848 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.4848 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.485 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0002 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9412 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.9706 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.9706 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.9706 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.9706 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.9706 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.9412 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.9412 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.9412 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.9412 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.9412 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.9412 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.9412 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.9525 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0143 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4848 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.5 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.5 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.5 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.5 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.5 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.4848 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.4848 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.4848 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.4848 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.4848 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.4848 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.4848 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.4907 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0074 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9412 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.9706 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.9706 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.9706 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.9706 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.9706 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.9412 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.9412 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.9412 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.9412 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.9412 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.9412 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.9412 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.9525 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0143 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4848 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.4925 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.4925 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.4925 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.4925 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.4925 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.4848 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.4848 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.4848 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.4848 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.4848 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.4848 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.4848 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.4878 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0037 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9412 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.9706 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.9706 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.9706 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.9706 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.9706 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.9412 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.9412 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.9412 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.9412 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.9412 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.9412 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.9412 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.9525 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0143 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4848 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.5 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.5 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.5 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.5 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.5 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.4848 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.4848 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.4848 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.4848 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.4848 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.4848 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.4848 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.4907 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0074 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0294 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.0294 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.0294 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.0294 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.0294 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.0294 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.0294 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.0294 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.0294 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.0294 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.0294 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.0294 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.0294 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.0294 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0588 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.0294 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.0294 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.0294 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.0294 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.0294 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.0588 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.0588 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.0588 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.0588 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.0588 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.0588 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.0588 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.0475 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0143 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.0 | 0:00:00.027034 | 0:00:00.006968 | 0:00:00.027034 |\n", "| 5 | 0.0 | 0:00:00.026031 | 0:00:00.006969 | 0:00:00.026031 |\n", "| 7 | 0.0 | 0:00:00.026032 | 0:00:00.006969 | 0:00:00.026032 |\n", "| 9 | 0.0 | 0:00:00.026999 | 0:00:00.008006 | 0:00:00.026999 |\n", "| 11 | 0.0 | 0:00:00.026995 | 0:00:00.006998 | 0:00:00.026995 |\n", "| 13 | 0.0 | 0:00:00.034001 | 0:00:00.006997 | 0:00:00.034001 |\n", "| 15 | 0.0 | 0:00:00.029035 | 0:00:00.010967 | 0:00:00.029035 |\n", "| 17 | 0.0 | 0:00:00.027998 | 0:00:00.007001 | 0:00:00.027998 |\n", "| 19 | 0.0 | 0:00:00.029034 | 0:00:00.006968 | 0:00:00.029034 |\n", "| 21 | 0.0 | 0:00:00.028999 | 0:00:00.007035 | 0:00:00.028999 |\n", "| 23 | 0.0 | 0:00:00.030997 | 0:00:00.007001 | 0:00:00.030997 |\n", "| 25 | 0.0 | 0:00:00.029966 | 0:00:00.009001 | 0:00:00.029966 |\n", "| Average | 0.0 | 0:00:00.028548 | 0:00:00.007683 | 0:00:00.018115 |\n", "| Std Dev. | 0.0 | 0.002126663700050163 | 0.0011990755630870557 | 0.01057412563431932 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.9706 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.9706 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.9706 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.9706 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.9706 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.9706 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.9706 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.9706 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.9706 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.9706 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.9706 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.9706 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.9683 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0078 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4848 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.4853 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.4853 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.4853 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.4853 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.4853 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.4853 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.4853 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.4853 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.4853 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.4853 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.4853 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.4853 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.4853 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0001 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.9706 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.9706 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.9706 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.9706 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.9706 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.9706 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.9706 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.9706 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.9706 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.9706 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.9706 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.9706 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.9683 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0078 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4848 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.5 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.5 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.5 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.5 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.5 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.5 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.5 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.5 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.5 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.5 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.5 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.5 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.4988 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.004 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.9706 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.9706 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.9706 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.9706 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.9706 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.9706 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.9706 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.9706 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.9706 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.9706 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.9706 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.9706 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.9683 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0078 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4848 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.4925 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.4925 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.4925 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.4925 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.4925 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.4925 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.4925 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.4925 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.4925 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.4925 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.4925 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.4925 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.4919 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.002 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9412 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.9706 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.9706 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.9706 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.9706 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.9706 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.9706 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.9706 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.9706 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.9706 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.9706 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.9706 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.9706 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.9683 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0078 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4848 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.5 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.5 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.5 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.5 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.5 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.5 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.5 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.5 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.5 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.5 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.5 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.5 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.4988 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.004 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0294 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.0294 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.0294 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.0294 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.0294 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.0294 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.0294 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.0294 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.0294 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.0294 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.0294 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.0294 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.0294 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.0294 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0588 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.0294 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.0294 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.0294 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.0294 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.0294 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.0294 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.0294 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.0294 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.0294 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.0294 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.0294 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.0294 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.0317 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0078 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.032035 | 0:00:00.006964 | 0:00:00.032035 |\n", "| 3 | 0.0 | 0:00:00.032004 | 0:00:00.007999 | 0:00:00.032004 |\n", "| 5 | 0.0 | 0:00:00.034030 | 0:00:00.006966 | 0:00:00.034030 |\n", "| 7 | 0.0 | 0:00:00.031000 | 0:00:00.007000 | 0:00:00.031000 |\n", "| 9 | 0.0 | 0:00:00.031001 | 0:00:00.007000 | 0:00:00.031001 |\n", "| 11 | 0.0 | 0:00:00.029001 | 0:00:00.007998 | 0:00:00.029001 |\n", "| 13 | 0.0 | 0:00:00.029000 | 0:00:00.008002 | 0:00:00.029000 |\n", "| 15 | 0.0 | 0:00:00.033000 | 0:00:00.007033 | 0:00:00.033000 |\n", "| 17 | 0.0 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 19 | 0.0 | 0:00:00.030966 | 0:00:00.007000 | 0:00:00.030966 |\n", "| 21 | 0.0 | 0:00:00.029034 | 0:00:00.007999 | 0:00:00.029034 |\n", "| 23 | 0.0 | 0:00:00.029968 | 0:00:00.007000 | 0:00:00.029968 |\n", "| 25 | 0.0 | 0:00:00.030999 | 0:00:00.007000 | 0:00:00.030999 |\n", "| Average | 0.0 | 0:00:00.030849 | 0:00:00.007305 | 0:00:00.019077 |\n", "| Std Dev. | 0.0 | 0.0015663410037484765 | 0.0004635116564688403 | 0.011828602697799197 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9706 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.9706 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.9706 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.9706 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.9706 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.9706 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.9706 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.9706 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.9706 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.9706 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.9706 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.9706 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4853 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.4853 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.4853 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.4853 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.4853 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.4853 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.4853 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.4853 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.4853 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.4853 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.4853 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.4853 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.4853 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.4853 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9706 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.9706 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.9706 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.9706 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.9706 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.9706 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.9706 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.9706 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.9706 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.9706 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.9706 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.9706 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.5 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.5 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.5 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.5 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.5 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.5 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.5 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.5 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.5 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.5 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.5 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.5 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.5 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9706 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.9706 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.9706 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.9706 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.9706 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.9706 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.9706 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.9706 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.9706 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.9706 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.9706 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.9706 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4925 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.4925 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.4925 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.4925 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.4925 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.4925 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.4925 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.4925 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.4925 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.4925 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.4925 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.4925 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.4925 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.4925 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9706 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.9706 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.9706 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.9706 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.9706 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.9706 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.9706 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.9706 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.9706 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.9706 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.9706 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.9706 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.9706 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.5 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.5 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.5 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.5 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.5 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.5 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.5 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.5 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.5 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.5 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.5 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.5 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.5 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0294 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.0294 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.0294 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.0294 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.0294 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.0294 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.0294 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.0294 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.0294 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.0294 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.0294 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.0294 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.0294 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.0294 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0294 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.0294 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.0294 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.0294 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.0294 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.0294 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.0294 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.0294 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.0294 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.0294 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.0294 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.0294 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.0294 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.0294 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.026002 | 0:00:00.007000 | 0:00:00.026002 |\n", "| 3 | 0.0 | 0:00:00.027000 | 0:00:00.006000 | 0:00:00.027000 |\n", "| 5 | 0.0 | 0:00:00.038999 | 0:00:00.007998 | 0:00:00.038999 |\n", "| 7 | 0.0 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 9 | 0.0 | 0:00:00.032000 | 0:00:00.007000 | 0:00:00.032000 |\n", "| 11 | 0.0 | 0:00:00.028002 | 0:00:00.007033 | 0:00:00.028002 |\n", "| 13 | 0.0 | 0:00:00.027964 | 0:00:00.007000 | 0:00:00.027964 |\n", "| 15 | 0.0 | 0:00:00.028035 | 0:00:00.008004 | 0:00:00.028035 |\n", "| 17 | 0.0 | 0:00:00.027965 | 0:00:00.008000 | 0:00:00.027965 |\n", "| 19 | 0.0 | 0:00:00.027999 | 0:00:00.007000 | 0:00:00.027999 |\n", "| 21 | 0.0 | 0:00:00.029000 | 0:00:00.009004 | 0:00:00.029000 |\n", "| 23 | 0.0 | 0:00:00.029992 | 0:00:00.007001 | 0:00:00.029992 |\n", "| 25 | 0.0 | 0:00:00.031001 | 0:00:00.007999 | 0:00:00.031001 |\n", "| Average | 0.0 | 0:00:00.029381 | 0:00:00.007388 | 0:00:00.018385 |\n", "| Std Dev. | 0.0 | 0.003176169100996203 | 0.0007373616195023311 | 0.011236000593855605 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9394 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.9697 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.9697 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.9697 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.9697 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.9697 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.9697 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.9697 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.9697 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.9697 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.9394 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.9091 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9394 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.958 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0189 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4844 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.4848 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.4848 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.4848 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.4848 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.4848 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.4848 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.4848 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.4848 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.4848 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.4844 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.4839 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.6667 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.4987 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0485 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9394 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.9697 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.9697 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.9697 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.9697 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.9697 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.9697 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.9697 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.9697 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.9697 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.9394 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.9091 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9394 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.958 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0189 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4844 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.5 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.5 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.5 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.5 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.5 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.5 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.5 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.5 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.5 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.4844 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.4688 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9688 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.5312 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.1266 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9394 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.9697 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.9697 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.9697 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.9697 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.9697 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.9697 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.9697 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.9697 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.9697 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.9394 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.9091 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9394 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.958 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0189 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4844 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.4923 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.4923 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.4923 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.4923 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.4923 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.4923 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.4923 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.4923 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.4923 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.4844 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.4762 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.7339 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.5084 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0653 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9394 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.9697 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.9697 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.9697 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.9697 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.9697 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.9697 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.9697 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.9697 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.9697 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.9394 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.9091 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9394 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.958 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0189 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.4844 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.5 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.5 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.5 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.5 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.5 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.5 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.5 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.5 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.5 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.4844 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.4688 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9688 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.5312 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.1266 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0303 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.0303 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.0303 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.0303 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.0303 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.0303 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.0303 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.0303 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.0303 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.0303 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.0303 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.0303 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.3333 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.0536 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0807 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0606 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.0303 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.0303 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.0303 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.0303 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.0303 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.0303 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.0303 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.0303 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.0303 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.0606 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.0909 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.0606 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.042 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.0189 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.023969 | 0:00:00.006997 | 0:00:00.023969 |\n", "| 3 | 0.0 | 0:00:00.025003 | 0:00:00.006999 | 0:00:00.025003 |\n", "| 5 | 0.0 | 0:00:00.027000 | 0:00:00.007002 | 0:00:00.027000 |\n", "| 7 | 0.0 | 0:00:00.026997 | 0:00:00.007000 | 0:00:00.026997 |\n", "| 9 | 0.0 | 0:00:00.028001 | 0:00:00.007002 | 0:00:00.028001 |\n", "| 11 | 0.0 | 0:00:00.027998 | 0:00:00.008998 | 0:00:00.027998 |\n", "| 13 | 0.0 | 0:00:00.029002 | 0:00:00.007000 | 0:00:00.029002 |\n", "| 15 | 0.0 | 0:00:00.028998 | 0:00:00.008003 | 0:00:00.028998 |\n", "| 17 | 0.0 | 0:00:00.027998 | 0:00:00.007002 | 0:00:00.027998 |\n", "| 19 | 0.0 | 0:00:00.029998 | 0:00:00.007000 | 0:00:00.029998 |\n", "| 21 | 0.0 | 0:00:00.029000 | 0:00:00.008000 | 0:00:00.029000 |\n", "| 23 | 0.0 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 25 | 0.9682 | 0:00:00.030003 | 0:00:00.007000 | 0:00:00.030003 |\n", "| Average | 0.0745 | 0:00:00.027844 | 0:00:00.007385 | 0:00:00.017614 |\n", "| Std Dev. | 0.258 | 0.0017080419609360672 | 0.0006245890922234297 | 0.01030990269656041 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9394 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.9697 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.9697 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.9697 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.9697 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.9697 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.9697 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.9697 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.9697 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.9697 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.9697 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.9674 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0081 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4844 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.4848 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.4848 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.4848 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.4848 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.4848 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.4848 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.4848 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.4848 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.4848 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.4848 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.4848 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.4848 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.4848 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0001 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9394 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.9697 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.9697 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.9697 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.9697 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.9697 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.9697 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.9697 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.9697 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.9697 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.9697 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.9674 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0081 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4844 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.5 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.5 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.5 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.5 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.5 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.5 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.5 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.5 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.5 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.5 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.5 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.5 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.4988 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0042 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9394 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.9697 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.9697 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.9697 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.9697 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.9697 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.9697 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.9697 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.9697 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.9697 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.9697 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.9674 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0081 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4844 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.4923 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.4923 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.4923 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.4923 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.4923 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.4923 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.4923 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.4923 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.4923 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.4923 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.4923 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.4923 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.4917 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0021 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9394 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.9697 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.9697 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.9697 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.9697 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.9697 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.9697 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.9697 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.9697 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.9697 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.9697 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.9697 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.9674 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0081 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.4844 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.5 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.5 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.5 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.5 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.5 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.5 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.5 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.5 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.5 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.5 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.5 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.5 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.4988 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0042 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0303 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.0303 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.0303 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.0303 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.0303 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.0303 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.0303 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.0303 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.0303 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.0303 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.0303 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.0303 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.0303 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.0303 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0606 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.0303 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.0303 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.0303 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.0303 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.0303 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.0303 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.0303 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.0303 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.0303 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.0303 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.0303 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.0303 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.0326 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0081 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.022997 | 0:00:00.007001 | 0:00:00.022997 |\n", "| 3 | 0.0 | 0:00:00.022001 | 0:00:00.006998 | 0:00:00.022001 |\n", "| 5 | 0.0 | 0:00:00.023001 | 0:00:00.006999 | 0:00:00.023001 |\n", "| 7 | 0.0 | 0:00:00.024000 | 0:00:00.006000 | 0:00:00.024000 |\n", "| 9 | 0.0 | 0:00:00.025035 | 0:00:00.006967 | 0:00:00.025035 |\n", "| 11 | 0.0 | 0:00:00.023999 | 0:00:00.007000 | 0:00:00.023999 |\n", "| 13 | 0.0 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 15 | 0.0 | 0:00:00.024999 | 0:00:00.008003 | 0:00:00.024999 |\n", "| 17 | 0.0 | 0:00:00.025002 | 0:00:00.007997 | 0:00:00.025002 |\n", "| 19 | 0.0 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 21 | 0.0 | 0:00:00.025000 | 0:00:00.007001 | 0:00:00.025000 |\n", "| 23 | 0.0 | 0:00:00.023999 | 0:00:00.007998 | 0:00:00.023999 |\n", "| 25 | 0.0 | 0:00:00.025002 | 0:00:00.007000 | 0:00:00.025002 |\n", "| Average | 0.0 | 0:00:00.024233 | 0:00:00.007151 | 0:00:00.015692 |\n", "| Std Dev. | 0.0 | 0.0009754097563992809 | 0.0005333989355083741 | 0.008577225333198749 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9463 | 0.0121 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.9702 | 0.0004 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.9702 | 0.0004 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.9702 | 0.0004 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.9702 | 0.0004 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.9702 | 0.0004 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.9643 | 0.0116 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.9643 | 0.0116 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.9643 | 0.0116 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.9643 | 0.0116 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.9583 | 0.0147 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.9522 | 0.0243 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.9583 | 0.0147 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.9634 | 0.0088 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0074 | 0.0074 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4847 | 0.0003 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.4851 | 0.0002 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.4851 | 0.0002 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.4851 | 0.0002 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.4851 | 0.0002 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.4851 | 0.0002 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.485 | 0.0002 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.485 | 0.0002 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.485 | 0.0002 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.485 | 0.0002 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.4849 | 0.0003 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.4848 | 0.0005 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.5214 | 0.0726 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.4878 | 0.0058 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0097 | 0.0193 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9463 | 0.0121 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.9702 | 0.0004 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.9702 | 0.0004 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.9702 | 0.0004 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.9702 | 0.0004 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.9702 | 0.0004 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.9643 | 0.0116 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.9643 | 0.0116 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.9643 | 0.0116 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.9643 | 0.0116 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.9583 | 0.0147 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.9522 | 0.0243 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.9583 | 0.0147 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.9634 | 0.0088 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0074 | 0.0074 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4877 | 0.0062 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.5 | 0.0 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.497 | 0.0061 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.497 | 0.0061 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.497 | 0.0061 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.497 | 0.0061 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.4938 | 0.0075 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.4907 | 0.0125 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.5907 | 0.1891 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.5039 | 0.0184 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0253 | 0.0494 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9463 | 0.0121 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.9702 | 0.0004 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.9702 | 0.0004 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.9702 | 0.0004 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.9702 | 0.0004 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.9702 | 0.0004 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.9643 | 0.0116 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.9643 | 0.0116 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.9643 | 0.0116 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.9643 | 0.0116 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.9583 | 0.0147 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.9522 | 0.0243 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.9583 | 0.0147 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.9634 | 0.0088 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0074 | 0.0074 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4862 | 0.0032 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.4924 | 0.0001 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.4924 | 0.0001 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.4924 | 0.0001 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.4924 | 0.0001 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.4924 | 0.0001 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.4909 | 0.003 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.4909 | 0.003 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.4909 | 0.003 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.4909 | 0.003 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.4893 | 0.0038 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.4877 | 0.0065 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.5392 | 0.0974 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.4945 | 0.0095 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0131 | 0.0254 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9463 | 0.0121 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.9702 | 0.0004 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.9702 | 0.0004 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.9702 | 0.0004 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.9702 | 0.0004 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.9702 | 0.0004 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.9643 | 0.0116 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.9643 | 0.0116 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.9643 | 0.0116 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.9643 | 0.0116 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.9583 | 0.0147 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.9522 | 0.0243 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.9583 | 0.0147 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.9634 | 0.0088 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0074 | 0.0074 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4877 | 0.0062 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.5 | 0.0 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.497 | 0.0061 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.497 | 0.0061 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.497 | 0.0061 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.497 | 0.0061 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.4938 | 0.0075 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.4907 | 0.0125 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.5907 | 0.1891 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.5039 | 0.0184 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0253 | 0.0494 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0298 | 0.0004 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.0298 | 0.0004 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.0298 | 0.0004 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.0298 | 0.0004 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.0298 | 0.0004 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.0298 | 0.0004 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.0298 | 0.0004 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.0298 | 0.0004 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.0298 | 0.0004 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.0298 | 0.0004 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.0298 | 0.0004 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.0298 | 0.0004 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.0904 | 0.1215 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.0344 | 0.0097 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0161 | 0.0323 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0537 | 0.0121 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.0298 | 0.0004 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.0298 | 0.0004 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.0298 | 0.0004 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.0298 | 0.0004 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.0298 | 0.0004 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.0357 | 0.0116 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.0357 | 0.0116 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.0357 | 0.0116 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.0357 | 0.0116 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.0417 | 0.0147 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.0478 | 0.0243 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.0417 | 0.0147 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.0366 | 0.0088 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0074 | 0.0074 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0 | 0.0 | 0:00:00.026600 | 0:00:00.007392 | 0:00:00.033992 |\n", "| 3 | 0.0 | 0.0 | 0:00:00.026608 | 0:00:00.006993 | 0:00:00.033601 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.029812 | 0:00:00.007187 | 0:00:00.036999 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.027206 | 0:00:00.006794 | 0:00:00.034000 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.028607 | 0:00:00.007195 | 0:00:00.035802 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.027199 | 0:00:00.007606 | 0:00:00.034804 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.028993 | 0:00:00.007200 | 0:00:00.036193 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.028813 | 0:00:00.008402 | 0:00:00.037215 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.027592 | 0:00:00.007400 | 0:00:00.034993 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.028599 | 0:00:00.006994 | 0:00:00.035593 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.028207 | 0:00:00.007808 | 0:00:00.036015 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.028591 | 0:00:00.007400 | 0:00:00.035991 |\n", "| 25 | 0.1936 | 0.3873 | 0:00:00.029394 | 0:00:00.007600 | 0:00:00.036994 |\n", "| Average | 0.0149 | 0.0298 | 0:00:00.028171 | 0:00:00.007382 | 0:00:00.035553 |\n", "| Std Dev. | 0.0516 | 0.1032 | 0.0009981321 | 0.0003994042 | 0.0011550389 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'yeast-1-2-8-9_vs_7'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9684 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.9737 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.9737 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.9684 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.9684 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.9684 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.9684 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.9684 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.9684 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.9684 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.9684 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.9684 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.9684 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.9692 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0019 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7367 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.9868 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.9868 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.4842 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.4842 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.4842 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.4842 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.4842 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.4842 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.4842 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.4842 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.4842 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.4842 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.581 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.1855 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9684 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.9737 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.9737 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.9684 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.9684 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.9684 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.9684 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.9684 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.9684 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.9684 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.9684 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.9684 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.9684 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.9692 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0019 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.5806 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.5833 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.5833 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.5 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.5 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.5 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.5 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.5 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.5 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.5 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.5 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.5 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.5 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.519 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0347 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9684 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.9737 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.9737 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.9684 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.9684 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.9684 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.9684 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.9684 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.9684 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.9684 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.9684 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.9684 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.9684 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.9692 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0019 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6169 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.6362 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.6362 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.492 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.492 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.492 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.492 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.492 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.492 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.492 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.492 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.492 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.492 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.5238 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0582 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9684 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.9737 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.9737 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.9684 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.9684 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.9684 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.9684 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.9684 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.9684 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.9684 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.9684 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.9684 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.9684 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.9692 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0019 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.5806 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.5833 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.5833 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.5 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.5 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.5 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.5 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.5 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.5 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.5 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.5 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.5 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.5 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.519 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0347 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.1096 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.193 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.193 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.0316 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.0316 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.0316 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.0316 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.0316 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.0316 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.0316 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.0316 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.0316 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.0316 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.0624 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0594 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0316 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.0263 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.0263 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.0316 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.0316 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.0316 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.0316 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.0316 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.0316 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.0316 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.0316 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.0316 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.0316 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.0308 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.0019 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.4071 | 0:00:01.043001 | 0:00:00.042032 | 0:00:01.043001 |\n", "| 3 | 0.4082 | 0:00:01.084968 | 0:00:00.048999 | 0:00:01.084968 |\n", "| 5 | 0.4082 | 0:00:01.169034 | 0:00:00.038002 | 0:00:01.169034 |\n", "| 7 | 0.0 | 0:00:01.066965 | 0:00:00.040001 | 0:00:01.066965 |\n", "| 9 | 0.0 | 0:00:01.123030 | 0:00:00.041968 | 0:00:01.123030 |\n", "| 11 | 0.0 | 0:00:01.060999 | 0:00:00.040035 | 0:00:01.060999 |\n", "| 13 | 0.0 | 0:00:01.088969 | 0:00:00.046998 | 0:00:01.088969 |\n", "| 15 | 0.0 | 0:00:01.220998 | 0:00:00.045000 | 0:00:01.220998 |\n", "| 17 | 0.0 | 0:00:01.106000 | 0:00:00.043001 | 0:00:01.106000 |\n", "| 19 | 0.0 | 0:00:01.070036 | 0:00:00.042999 | 0:00:01.070036 |\n", "| 21 | 0.0 | 0:00:01.031963 | 0:00:00.043007 | 0:00:01.031963 |\n", "| 23 | 0.0 | 0:00:01.073996 | 0:00:00.044999 | 0:00:01.073996 |\n", "| 25 | 0.0 | 0:00:01.023999 | 0:00:00.045035 | 0:00:01.023999 |\n", "| Average | 0.0941 | 0:00:01.089535 | 0:00:00.043237 | 0:00:00.566386 |\n", "| Std Dev. | 0.1718 | 0.053159424484833455 | 0.0028842902224599336 | 0.5245018901686366 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9474 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.9632 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.9684 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.9684 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.9684 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.9684 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.9632 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.9684 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.9684 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.9684 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.9684 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.9684 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.9684 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.966 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0057 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5697 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.6533 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.7367 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.7367 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.7367 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.7367 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.4841 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.4842 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.4842 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.4842 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.4842 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.4842 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.4842 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.5815 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.1137 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9474 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.9632 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.9684 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.9684 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.9684 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.9684 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.9632 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.9684 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.9684 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.9684 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.9684 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.9684 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.9684 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.966 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0057 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5697 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.5779 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.5806 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.5806 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.5806 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.5806 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.4973 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.5 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.5 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.5 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.5 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.5 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.5 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.536 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0394 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9474 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.9632 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.9684 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.9684 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.9684 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.9684 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.9632 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.9684 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.9684 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.9684 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.9684 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.9684 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.9684 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.966 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0057 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5697 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.6017 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.6169 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.6169 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.6169 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.6169 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.4906 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.492 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.492 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.492 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.492 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.492 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.492 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.5447 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0584 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9474 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.9632 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.9684 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.9684 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.9684 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.9684 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.9632 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.9684 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.9684 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.9684 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.9684 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.9684 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.9684 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.966 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0057 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5697 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.5779 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.5806 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.5806 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.5806 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.5806 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.4973 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.5 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.5 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.5 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.5 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.5 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.5 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.536 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0394 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0541 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.0819 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.1096 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.1096 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.1096 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.1096 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.0316 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.0316 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.0316 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.0316 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.0316 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.0316 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.0316 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.0612 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0351 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0526 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.0368 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.0316 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.0316 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.0316 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.0316 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.0368 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.0316 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.0316 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.0316 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.0316 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.0316 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.0316 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.034 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.0057 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4027 | 0:00:01.037000 | 0:00:00.048002 | 0:00:01.037000 |\n", "| 3 | 0.406 | 0:00:01.094998 | 0:00:00.037000 | 0:00:01.094998 |\n", "| 5 | 0.4071 | 0:00:01.143000 | 0:00:00.056001 | 0:00:01.143000 |\n", "| 7 | 0.4071 | 0:00:01.111999 | 0:00:00.040002 | 0:00:01.111999 |\n", "| 9 | 0.4071 | 0:00:01.061001 | 0:00:00.044036 | 0:00:01.061001 |\n", "| 11 | 0.4071 | 0:00:01.066963 | 0:00:00.044002 | 0:00:01.066963 |\n", "| 13 | 0.0 | 0:00:01.066996 | 0:00:00.041000 | 0:00:01.066996 |\n", "| 15 | 0.0 | 0:00:01.048000 | 0:00:00.043004 | 0:00:01.048000 |\n", "| 17 | 0.0 | 0:00:01.041000 | 0:00:00.042997 | 0:00:01.041000 |\n", "| 19 | 0.0 | 0:00:01.021040 | 0:00:00.042961 | 0:00:01.021040 |\n", "| 21 | 0.0 | 0:00:01.027035 | 0:00:00.045965 | 0:00:01.027035 |\n", "| 23 | 0.0 | 0:00:01.060002 | 0:00:00.043000 | 0:00:01.060002 |\n", "| 25 | 0.0 | 0:00:01.154002 | 0:00:00.055997 | 0:00:01.154002 |\n", "| Average | 0.1875 | 0:00:01.071772 | 0:00:00.044920 | 0:00:00.558346 |\n", "| Std Dev. | 0.2025 | 0.04075221114294433 | 0.0053698491741714805 | 0.5142477755835004 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9206 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.9577 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.963 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.9683 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.9683 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.9683 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.9683 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.9683 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.9683 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.9683 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.9683 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.9683 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.9683 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.9634 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0127 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.4833 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.484 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.484 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.4841 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.4841 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.4841 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.4841 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.4841 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.4841 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.4841 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.4841 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.4841 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.4841 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.484 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0002 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9206 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.9577 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.963 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.9683 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.9683 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.9683 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.9683 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.9683 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.9683 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.9683 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.9683 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.9683 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.9683 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.9634 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0127 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.4754 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.4945 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.4973 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.5 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.5 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.5 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.5 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.5 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.5 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.5 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.5 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.5 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.5 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.4975 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0066 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9206 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.9577 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.963 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.9683 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.9683 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.9683 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.9683 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.9683 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.9683 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.9683 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.9683 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.9683 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.9683 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.9634 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0127 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.4793 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.4892 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.4906 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.4919 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.4919 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.4919 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.4919 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.4919 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.4919 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.4919 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.4919 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.4919 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.4919 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.4906 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0034 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9206 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.9577 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.963 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.9683 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.9683 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.9683 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.9683 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.9683 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.9683 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.9683 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.9683 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.9683 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.9683 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.9634 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0127 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.4754 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.4945 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.4973 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.5 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.5 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.5 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.5 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.5 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.5 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.5 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.5 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.5 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.5 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.4975 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0066 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0317 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.0317 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.0317 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.0317 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.0317 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.0317 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.0317 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.0317 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.0317 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.0317 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.0317 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.0317 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.0317 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.0317 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0794 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.0423 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.037 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.0317 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.0317 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.0317 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.0317 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.0317 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.0317 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.0317 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.0317 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.0317 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.0317 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.0366 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0127 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:01.092001 | 0:00:00.038998 | 0:00:01.092001 |\n", "| 3 | 0.0 | 0:00:01.074000 | 0:00:00.042002 | 0:00:01.074000 |\n", "| 5 | 0.0 | 0:00:01.088997 | 0:00:00.042000 | 0:00:01.088997 |\n", "| 7 | 0.0 | 0:00:01.026035 | 0:00:00.040001 | 0:00:01.026035 |\n", "| 9 | 0.0 | 0:00:01.063966 | 0:00:00.041000 | 0:00:01.063966 |\n", "| 11 | 0.0 | 0:00:01.176001 | 0:00:00.047035 | 0:00:01.176001 |\n", "| 13 | 0.0 | 0:00:01.068965 | 0:00:00.042001 | 0:00:01.068965 |\n", "| 15 | 0.0 | 0:00:01.081999 | 0:00:00.041999 | 0:00:01.081999 |\n", "| 17 | 0.0 | 0:00:01.040003 | 0:00:00.042999 | 0:00:01.040003 |\n", "| 19 | 0.0 | 0:00:01.041998 | 0:00:00.046034 | 0:00:01.041998 |\n", "| 21 | 0.0 | 0:00:01.053965 | 0:00:00.046001 | 0:00:01.053965 |\n", "| 23 | 0.0 | 0:00:01.052000 | 0:00:00.057004 | 0:00:01.052000 |\n", "| 25 | 0.0 | 0:00:01.041998 | 0:00:00.046998 | 0:00:01.041998 |\n", "| Average | 0.0 | 0:00:01.069379 | 0:00:00.044159 | 0:00:00.556769 |\n", "| Std Dev. | 0.0 | 0.036433027998764314 | 0.0044902973531750524 | 0.5132665995743443 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9683 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.9683 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.9683 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.9683 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.9683 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.9683 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.9683 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.9683 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.9683 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.9683 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.9683 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.9683 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.9683 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.9683 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+----------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.7366 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.4841 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.4841 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.4841 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.4841 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.4841 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.4841 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.4841 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.4841 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.4841 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.4841 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.4841 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.4841 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.5036 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0673 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9683 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.9683 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.9683 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.9683 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.9683 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.9683 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.9683 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.9683 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.9683 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.9683 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.9683 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.9683 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.9683 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.9683 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.5806 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.5 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.5 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.5 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.5 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.5 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.5 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.5 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.5 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.5 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.5 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.5 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.5 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.5062 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0215 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9683 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.9683 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.9683 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.9683 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.9683 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.9683 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.9683 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.9683 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.9683 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.9683 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.9683 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.9683 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.9683 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.9683 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+--------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.6169 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.4919 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.4919 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.4919 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.4919 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.4919 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.4919 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.4919 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.4919 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.4919 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.4919 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.4919 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.4919 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.5015 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0333 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+-----------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.9683 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.9683 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.9683 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.9683 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.9683 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.9683 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.9683 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.9683 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.9683 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.9683 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.9683 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.9683 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.9683 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.9683 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+-----------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.5806 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.5 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.5 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.5 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.5 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.5 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.5 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.5 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.5 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.5 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.5 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.5 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.5 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.5062 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0215 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.1098 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.0317 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.0317 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.0317 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.0317 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.0317 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.0317 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.0317 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.0317 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.0317 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.0317 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.0317 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.0317 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.0377 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0208 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+-----------------------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.0317 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.0317 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.0317 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.0317 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.0317 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.0317 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.0317 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.0317 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.0317 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.0317 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.0317 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.0317 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.0317 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.0317 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.0 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "| 1 | 0.4071 | 0:00:01.086999 | 0:00:00.039002 | 0:00:01.086999 |\n", "| 3 | 0.0 | 0:00:01.058998 | 0:00:00.037004 | 0:00:01.058998 |\n", "| 5 | 0.0 | 0:00:01.036030 | 0:00:00.037966 | 0:00:01.036030 |\n", "| 7 | 0.0 | 0:00:01.044003 | 0:00:00.038999 | 0:00:01.044003 |\n", "| 9 | 0.0 | 0:00:01.027000 | 0:00:00.039998 | 0:00:01.027000 |\n", "| 11 | 0.0 | 0:00:01.032000 | 0:00:00.039000 | 0:00:01.032000 |\n", "| 13 | 0.0 | 0:00:01.046999 | 0:00:00.041001 | 0:00:01.046999 |\n", "| 15 | 0.0 | 0:00:01.035036 | 0:00:00.042963 | 0:00:01.035036 |\n", "| 17 | 0.0 | 0:00:01.032004 | 0:00:00.042002 | 0:00:01.032004 |\n", "| 19 | 0.0 | 0:00:01.037995 | 0:00:00.044001 | 0:00:01.037995 |\n", "| 21 | 0.0 | 0:00:01.125999 | 0:00:00.051002 | 0:00:01.125999 |\n", "| 23 | 0.0 | 0:00:01.080999 | 0:00:00.045000 | 0:00:01.080999 |\n", "| 25 | 0.0 | 0:00:01.061999 | 0:00:00.047000 | 0:00:01.061999 |\n", "| Average | 0.0313 | 0:00:01.054312 | 0:00:00.041918 | 0:00:00.548115 |\n", "| Std Dev. | 0.1085 | 0.027559635646804838 | 0.0038541231560474233 | 0.506579413396808 |\n", "+----------+--------+----------------------+-----------------------+-------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9577 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.9735 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.9683 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.9735 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.9735 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.9735 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.9735 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.9735 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.9683 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.9683 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.9683 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.9683 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.9683 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.9699 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0043 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6115 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.9867 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.7366 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.9867 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.9867 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.9867 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.9867 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.9867 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.4841 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.4841 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.4841 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.4841 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.4841 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.7453 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.2335 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9577 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.9735 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.9683 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.9735 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.9735 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.9735 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.9735 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.9735 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.9683 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.9683 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.9683 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.9683 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.9683 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.9699 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0043 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5751 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.5833 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.5806 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.5833 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.5833 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.5833 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.5833 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.5833 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.5 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.5 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.5 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.5 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.5 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.5504 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0399 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9577 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.9735 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.9683 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.9735 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.9735 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.9735 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.9735 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.9735 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.9683 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.9683 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.9683 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.9683 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.9683 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.9699 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0043 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5891 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.6361 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.6169 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.6361 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.6361 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.6361 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.6361 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.6361 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.4919 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.4919 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.4919 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.4919 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.4919 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.5756 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0673 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9577 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.9735 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.9683 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.9735 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.9735 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.9735 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.9735 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.9735 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.9683 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.9683 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.9683 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.9683 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.9683 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.9699 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0043 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5751 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.5833 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.5806 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.5833 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.5833 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.5833 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.5833 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.5833 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.5 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.5 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.5 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.5 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.5 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.5504 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0399 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0681 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.1931 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.1098 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.1931 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.1931 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.1931 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.1931 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.1931 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.0317 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.0317 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.0317 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.0317 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.0317 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.115 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0752 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0423 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.0265 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.0317 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.0265 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.0265 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.0265 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.0265 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.0265 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.0317 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.0317 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.0317 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.0317 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.0317 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.0301 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.0043 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4049 | 0:00:01.056000 | 0:00:00.036999 | 0:00:01.056000 |\n", "| 3 | 0.4082 | 0:00:01.048036 | 0:00:00.036966 | 0:00:01.048036 |\n", "| 5 | 0.4071 | 0:00:01.042998 | 0:00:00.037000 | 0:00:01.042998 |\n", "| 7 | 0.4082 | 0:00:01.148004 | 0:00:00.041000 | 0:00:01.148004 |\n", "| 9 | 0.4082 | 0:00:01.066999 | 0:00:00.039998 | 0:00:01.066999 |\n", "| 11 | 0.4082 | 0:00:01.065001 | 0:00:00.039999 | 0:00:01.065001 |\n", "| 13 | 0.4082 | 0:00:01.065002 | 0:00:00.040001 | 0:00:01.065002 |\n", "| 15 | 0.4082 | 0:00:01.039000 | 0:00:00.043000 | 0:00:01.039000 |\n", "| 17 | 0.0 | 0:00:01.052999 | 0:00:00.046001 | 0:00:01.052999 |\n", "| 19 | 0.0 | 0:00:01.069998 | 0:00:00.042002 | 0:00:01.069998 |\n", "| 21 | 0.0 | 0:00:01.028998 | 0:00:00.044000 | 0:00:01.028998 |\n", "| 23 | 0.0 | 0:00:01.144001 | 0:00:00.047034 | 0:00:01.144001 |\n", "| 25 | 0.0 | 0:00:01.078003 | 0:00:00.042966 | 0:00:01.078003 |\n", "| Average | 0.2509 | 0:00:01.069618 | 0:00:00.041305 | 0:00:00.555462 |\n", "| Std Dev. | 0.1983 | 0.03510487834773221 | 0.0031545661122340867 | 0.5147604122861738 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9525 | 0.0177 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.9673 | 0.0062 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.9683 | 0.0034 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.9694 | 0.0021 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.9694 | 0.0021 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.9694 | 0.0021 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.9683 | 0.0033 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.9694 | 0.0021 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.9683 | 0.0001 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.9683 | 0.0001 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.9683 | 0.0001 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.9683 | 0.0001 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.9683 | 0.0001 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.9673 | 0.003 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0043 | 0.0046 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6276 | 0.0982 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.719 | 0.2272 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.6857 | 0.1882 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.6352 | 0.2011 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.6352 | 0.2011 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.6352 | 0.2011 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.5847 | 0.201 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.5847 | 0.201 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.4842 | 0.0 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.4842 | 0.0 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.4842 | 0.0 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.4842 | 0.0 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.4842 | 0.0 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.5791 | 0.1169 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0822 | 0.0966 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9525 | 0.0177 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.9673 | 0.0062 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.9683 | 0.0034 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.9694 | 0.0021 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.9694 | 0.0021 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.9694 | 0.0021 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.9683 | 0.0033 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.9694 | 0.0021 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.9683 | 0.0001 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.9683 | 0.0001 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.9683 | 0.0001 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.9683 | 0.0001 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.9683 | 0.0001 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.9673 | 0.003 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0043 | 0.0046 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5563 | 0.0406 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.5478 | 0.0414 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.5484 | 0.0406 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.5328 | 0.0402 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.5328 | 0.0402 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.5328 | 0.0402 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.5161 | 0.0336 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.5167 | 0.0333 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.5 | 0.0 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.5 | 0.0 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.5 | 0.0 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.5 | 0.0 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.5 | 0.0 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.5218 | 0.0239 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0203 | 0.019 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9525 | 0.0177 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.9673 | 0.0062 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.9683 | 0.0034 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.9694 | 0.0021 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.9694 | 0.0021 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.9694 | 0.0021 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.9683 | 0.0033 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.9694 | 0.0021 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.9683 | 0.0001 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.9683 | 0.0001 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.9683 | 0.0001 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.9683 | 0.0001 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.9683 | 0.0001 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.9673 | 0.003 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0043 | 0.0046 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5744 | 0.0508 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.571 | 0.0669 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.5705 | 0.0651 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.5458 | 0.0662 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.5458 | 0.0662 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.5458 | 0.0662 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.5205 | 0.0578 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.5208 | 0.0577 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.492 | 0.0 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.492 | 0.0 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.492 | 0.0 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.492 | 0.0 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.492 | 0.0 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.5273 | 0.0382 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0321 | 0.0305 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9525 | 0.0177 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.9673 | 0.0062 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.9683 | 0.0034 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.9694 | 0.0021 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.9694 | 0.0021 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.9694 | 0.0021 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.9683 | 0.0033 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.9694 | 0.0021 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.9683 | 0.0001 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.9683 | 0.0001 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.9683 | 0.0001 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.9683 | 0.0001 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.9683 | 0.0001 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.9673 | 0.003 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0043 | 0.0046 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5563 | 0.0406 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.5478 | 0.0414 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.5484 | 0.0406 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.5328 | 0.0402 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.5328 | 0.0402 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.5328 | 0.0402 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.5161 | 0.0336 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.5167 | 0.0333 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.5 | 0.0 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.5 | 0.0 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.5 | 0.0 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.5 | 0.0 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.5 | 0.0 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.5218 | 0.0239 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0203 | 0.019 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0747 | 0.0309 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.1063 | 0.0732 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.0952 | 0.0601 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.0796 | 0.0643 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.0796 | 0.0643 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.0796 | 0.0643 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.064 | 0.0646 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.064 | 0.0646 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.0317 | 0.0001 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.0317 | 0.0001 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.0317 | 0.0001 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.0317 | 0.0001 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.0317 | 0.0001 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.0616 | 0.0374 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0259 | 0.0309 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0475 | 0.0177 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.0327 | 0.0062 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.0317 | 0.0034 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.0306 | 0.0021 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.0306 | 0.0021 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.0306 | 0.0021 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.0317 | 0.0033 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.0306 | 0.0021 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.0317 | 0.0001 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.0317 | 0.0001 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.0317 | 0.0001 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.0317 | 0.0001 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.0317 | 0.0001 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.0327 | 0.003 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.0043 | 0.0046 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3244 | 0.1622 | 0:00:01.063000 | 0:00:00.041006 | 0:00:01.104007 |\n", "| 3 | 0.2445 | 0.1996 | 0:00:01.072200 | 0:00:00.040394 | 0:00:01.112594 |\n", "| 5 | 0.2445 | 0.1996 | 0:00:01.096012 | 0:00:00.042194 | 0:00:01.138205 |\n", "| 7 | 0.1631 | 0.1997 | 0:00:01.079401 | 0:00:00.040000 | 0:00:01.119402 |\n", "| 9 | 0.1631 | 0.1997 | 0:00:01.068399 | 0:00:00.041400 | 0:00:01.109799 |\n", "| 11 | 0.1631 | 0.1997 | 0:00:01.080193 | 0:00:00.042014 | 0:00:01.122207 |\n", "| 13 | 0.0816 | 0.1633 | 0:00:01.067386 | 0:00:00.042200 | 0:00:01.109587 |\n", "| 15 | 0.0816 | 0.1633 | 0:00:01.085006 | 0:00:00.043193 | 0:00:01.128200 |\n", "| 17 | 0.0 | 0.0 | 0:00:01.054401 | 0:00:00.043400 | 0:00:01.097801 |\n", "| 19 | 0.0 | 0.0 | 0:00:01.048213 | 0:00:00.043599 | 0:00:01.091813 |\n", "| 21 | 0.0 | 0.0 | 0:00:01.053592 | 0:00:00.045995 | 0:00:01.099587 |\n", "| 23 | 0.0 | 0.0 | 0:00:01.082200 | 0:00:00.047407 | 0:00:01.129607 |\n", "| 25 | 0.0 | 0.0 | 0:00:01.072000 | 0:00:00.047599 | 0:00:01.119599 |\n", "| Average | 0.1128 | 0.1144 | 0:00:01.070923 | 0:00:00.043108 | 0:00:01.114031 |\n", "| Std Dev. | 0.1083 | 0.0915 | 0.0132614628 | 0.002394431 | 0.0131861503 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'yeast-1-4-5-8_vs_7'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+--------------------+\n", "| 1 | 0.9353 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.9496 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.9568 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.9568 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.9568 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.9568 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.9568 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.9568 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.9568 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.9568 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.9568 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.9568 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.9568 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.9546 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0059 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+----------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| 1 | 0.6277 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.4783 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.4784 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.4784 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.4784 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.4784 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.4784 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.4784 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.4784 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.4784 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.4784 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.4784 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.4784 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.4899 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0398 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| 1 | 0.9353 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.9496 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.9568 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.9568 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.9568 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.9568 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.9568 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.9568 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.9568 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.9568 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.9568 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.9568 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.9568 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.9546 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0059 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 1 | 0.6479 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.4962 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.5 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.5 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.5 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.5 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.5 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.5 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.5 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.5 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.5 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.5 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.5 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.5111 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0395 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+--------------------+\n", "| 1 | 0.9353 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.9496 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.9568 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.9568 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.9568 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.9568 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.9568 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.9568 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.9568 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.9568 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.9568 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.9568 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.9568 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.9546 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0059 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+--------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| 1 | 0.6369 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.4871 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.489 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.489 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.489 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.489 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.489 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.489 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.489 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.489 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.489 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.489 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.489 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.5002 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0395 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| 1 | 0.9353 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.9496 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.9568 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.9568 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.9568 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.9568 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.9568 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.9568 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.9568 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.9568 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.9568 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.9568 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.9568 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.9546 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0059 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 1 | 0.6479 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.4962 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.5 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.5 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.5 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.5 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.5 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.5 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.5 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.5 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.5 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.5 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.5 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.5111 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0395 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+--------------------+\n", "| 1 | 0.124 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.0432 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.0432 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.0432 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.0432 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.0432 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.0432 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.0432 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.0432 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.0432 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.0432 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.0432 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.0432 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.0494 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0215 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+-----------------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 1 | 0.0647 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.0504 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.0432 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.0432 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.0432 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.0432 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.0432 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.0432 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.0432 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.0432 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.0432 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.0432 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.0432 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.0454 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.0059 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 1 | 0.5664 | 0:00:00.581999 | 0:00:00.036001 | 0:00:00.581999 |\n", "| 3 | 0.0 | 0:00:00.570000 | 0:00:00.028000 | 0:00:00.570000 |\n", "| 5 | 0.0 | 0:00:00.579032 | 0:00:00.027001 | 0:00:00.579032 |\n", "| 7 | 0.0 | 0:00:00.576966 | 0:00:00.032000 | 0:00:00.576966 |\n", "| 9 | 0.0 | 0:00:00.587034 | 0:00:00.028967 | 0:00:00.587034 |\n", "| 11 | 0.0 | 0:00:00.594000 | 0:00:00.029999 | 0:00:00.594000 |\n", "| 13 | 0.0 | 0:00:00.585001 | 0:00:00.029999 | 0:00:00.585001 |\n", "| 15 | 0.0 | 0:00:00.594001 | 0:00:00.032002 | 0:00:00.594001 |\n", "| 17 | 0.0 | 0:00:00.571997 | 0:00:00.031000 | 0:00:00.571997 |\n", "| 19 | 0.0 | 0:00:00.591000 | 0:00:00.033000 | 0:00:00.591000 |\n", "| 21 | 0.0 | 0:00:00.594000 | 0:00:00.033034 | 0:00:00.594000 |\n", "| 23 | 0.0 | 0:00:00.578966 | 0:00:00.032000 | 0:00:00.578966 |\n", "| 25 | 0.0 | 0:00:00.574000 | 0:00:00.032999 | 0:00:00.574000 |\n", "| Average | 0.0436 | 0:00:00.582923 | 0:00:00.031231 | 0:00:00.307077 |\n", "| Std Dev. | 0.1509 | 0.008263564726824834 | 0.00233014071760594 | 0.2759126771172979 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9568 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.9568 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.9568 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.9568 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.9568 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.9568 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.9568 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.9568 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.9568 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.9568 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.9568 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.9568 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.9568 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.9568 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4784 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.4784 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.4784 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.4784 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.4784 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.4784 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.4784 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.4784 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.4784 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.4784 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.4784 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.4784 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.4784 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.4784 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9568 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.9568 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.9568 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.9568 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.9568 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.9568 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.9568 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.9568 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.9568 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.9568 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.9568 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.9568 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.9568 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.9568 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.5 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.5 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.5 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.5 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.5 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.5 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.5 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.5 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.5 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.5 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.5 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.5 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.5 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9568 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.9568 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.9568 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.9568 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.9568 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.9568 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.9568 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.9568 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.9568 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.9568 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.9568 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.9568 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.9568 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.9568 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.489 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.489 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.489 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.489 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.489 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.489 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.489 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.489 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.489 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.489 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.489 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.489 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.489 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.489 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9568 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.9568 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.9568 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.9568 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.9568 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.9568 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.9568 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.9568 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.9568 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.9568 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.9568 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.9568 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.9568 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.9568 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 1 | 0.5 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.5 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.5 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.5 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.5 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.5 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.5 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.5 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.5 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.5 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.5 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.5 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.5 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.5 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0432 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.0432 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.0432 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.0432 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.0432 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.0432 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.0432 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.0432 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.0432 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.0432 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.0432 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.0432 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.0432 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.0432 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0432 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.0432 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.0432 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.0432 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.0432 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.0432 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.0432 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.0432 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.0432 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.0432 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.0432 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.0432 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.0432 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.0432 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.565998 | 0:00:00.027001 | 0:00:00.565998 |\n", "| 3 | 0.0 | 0:00:00.605002 | 0:00:00.037999 | 0:00:00.605002 |\n", "| 5 | 0.0 | 0:00:00.664000 | 0:00:00.030998 | 0:00:00.664000 |\n", "| 7 | 0.0 | 0:00:00.590999 | 0:00:00.029004 | 0:00:00.590999 |\n", "| 9 | 0.0 | 0:00:00.586998 | 0:00:00.030001 | 0:00:00.586998 |\n", "| 11 | 0.0 | 0:00:00.588999 | 0:00:00.032998 | 0:00:00.588999 |\n", "| 13 | 0.0 | 0:00:00.627002 | 0:00:00.031997 | 0:00:00.627002 |\n", "| 15 | 0.0 | 0:00:00.582000 | 0:00:00.032000 | 0:00:00.582000 |\n", "| 17 | 0.0 | 0:00:00.589000 | 0:00:00.031003 | 0:00:00.589000 |\n", "| 19 | 0.0 | 0:00:00.598996 | 0:00:00.032035 | 0:00:00.598996 |\n", "| 21 | 0.0 | 0:00:00.585968 | 0:00:00.034997 | 0:00:00.585968 |\n", "| 23 | 0.0 | 0:00:00.626004 | 0:00:00.034997 | 0:00:00.626004 |\n", "| 25 | 0.0 | 0:00:00.649000 | 0:00:00.034000 | 0:00:00.649000 |\n", "| Average | 0.0 | 0:00:00.604613 | 0:00:00.032233 | 0:00:00.318423 |\n", "| Std Dev. | 0.0 | 0.027485458707474195 | 0.002748415974549832 | 0.28685555792388534 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9209 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.9568 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.9496 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.9496 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.9568 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.9568 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.9568 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.9568 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.9568 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.9568 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.9568 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.9568 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.9568 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.953 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0096 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.5957 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.7318 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.4783 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.4783 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.4784 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.4784 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.4784 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.4784 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.4784 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.4784 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.4784 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.4784 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.4784 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.5069 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.072 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9209 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.9568 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.9496 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.9496 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.9568 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.9568 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.9568 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.9568 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.9568 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.9568 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.9568 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.9568 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.9568 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.953 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0096 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6404 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.5796 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.4962 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.4962 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.5 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.5 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.5 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.5 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.5 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.5 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.5 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.5 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.5 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.5163 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0417 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9209 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.9568 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.9496 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.9496 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.9568 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.9568 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.9568 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.9568 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.9568 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.9568 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.9568 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.9568 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.9568 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.953 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0096 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6124 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.6139 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.4871 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.4871 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.489 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.489 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.489 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.489 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.489 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.489 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.489 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.489 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.489 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.5078 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0449 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9209 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.9568 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.9496 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.9496 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.9568 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.9568 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.9568 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.9568 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.9568 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.9568 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.9568 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.9568 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.9568 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.953 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0096 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.6404 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.5796 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.4962 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.4962 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.5 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.5 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.5 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.5 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.5 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.5 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.5 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.5 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.5 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.5163 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0417 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.1029 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.1193 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.0432 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.0432 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.0432 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.0432 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.0432 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.0432 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.0432 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.0432 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.0432 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.0432 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.0432 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.0536 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0247 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0791 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.0432 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.0504 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.0504 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.0432 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.0432 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.0432 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.0432 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.0432 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.0432 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.0432 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.0432 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.0432 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.047 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.0096 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.562 | 0:00:00.619998 | 0:00:00.027001 | 0:00:00.619998 |\n", "| 3 | 0.4067 | 0:00:00.586001 | 0:00:00.028033 | 0:00:00.586001 |\n", "| 5 | 0.0 | 0:00:00.595969 | 0:00:00.027997 | 0:00:00.595969 |\n", "| 7 | 0.0 | 0:00:00.582001 | 0:00:00.028999 | 0:00:00.582001 |\n", "| 9 | 0.0 | 0:00:00.611002 | 0:00:00.029998 | 0:00:00.611002 |\n", "| 11 | 0.0 | 0:00:00.591002 | 0:00:00.029997 | 0:00:00.591002 |\n", "| 13 | 0.0 | 0:00:00.587002 | 0:00:00.029999 | 0:00:00.587002 |\n", "| 15 | 0.0 | 0:00:00.582039 | 0:00:00.030964 | 0:00:00.582039 |\n", "| 17 | 0.0 | 0:00:00.571996 | 0:00:00.031000 | 0:00:00.571996 |\n", "| 19 | 0.0 | 0:00:00.597001 | 0:00:00.032999 | 0:00:00.597001 |\n", "| 21 | 0.0 | 0:00:00.595004 | 0:00:00.037997 | 0:00:00.595004 |\n", "| 23 | 0.0 | 0:00:00.594001 | 0:00:00.033003 | 0:00:00.594001 |\n", "| 25 | 0.0 | 0:00:00.590995 | 0:00:00.033003 | 0:00:00.590995 |\n", "| Average | 0.0745 | 0:00:00.592616 | 0:00:00.030845 | 0:00:00.311731 |\n", "| Std Dev. | 0.1774 | 0.01194900375337618 | 0.0027941509114278048 | 0.28101939895360445 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9275 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.9493 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.9493 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.9565 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.9565 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.9565 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.9565 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.9565 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.9565 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.9565 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.9565 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.9565 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.9565 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.9532 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0078 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4776 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.4781 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.4781 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.4783 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.4783 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.4783 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.4783 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.4783 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.4783 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.4783 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.4783 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.4783 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.4783 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.4782 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0002 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9275 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.9493 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.9493 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.9565 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.9565 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.9565 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.9565 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.9565 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.9565 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.9565 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.9565 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.9565 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.9565 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.9532 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0078 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4848 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.4962 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.4962 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.5 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.5 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.5 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.5 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.5 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.5 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.5 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.5 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.5 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.5 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.4983 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0041 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9275 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.9493 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.9493 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.9565 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.9565 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.9565 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.9565 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.9565 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.9565 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.9565 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.9565 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.9565 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.9565 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.9532 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0078 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4812 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.487 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.487 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.4889 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.4889 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.4889 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.4889 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.4889 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.4889 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.4889 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.4889 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.4889 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.4889 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.488 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0021 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9275 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.9493 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.9493 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.9565 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.9565 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.9565 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.9565 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.9565 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.9565 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.9565 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.9565 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.9565 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.9565 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.9532 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0078 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4848 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.4962 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.4962 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.5 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.5 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.5 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.5 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.5 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.5 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.5 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.5 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.5 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.5 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.4983 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0041 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0435 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.0435 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.0435 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.0435 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.0435 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.0435 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.0435 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.0435 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.0435 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.0435 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.0435 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.0435 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.0435 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.0435 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0725 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.0507 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.0507 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.0435 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.0435 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.0435 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.0435 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.0435 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.0435 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.0435 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.0435 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.0435 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.0435 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.0468 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0078 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0 | 0:00:00.655996 | 0:00:00.030001 | 0:00:00.655996 |\n", "| 3 | 0.0 | 0:00:00.621001 | 0:00:00.030004 | 0:00:00.621001 |\n", "| 5 | 0.0 | 0:00:00.607030 | 0:00:00.028967 | 0:00:00.607030 |\n", "| 7 | 0.0 | 0:00:00.584000 | 0:00:00.028998 | 0:00:00.584000 |\n", "| 9 | 0.0 | 0:00:00.598003 | 0:00:00.030997 | 0:00:00.598003 |\n", "| 11 | 0.0 | 0:00:00.605002 | 0:00:00.030001 | 0:00:00.605002 |\n", "| 13 | 0.0 | 0:00:00.590997 | 0:00:00.030001 | 0:00:00.590997 |\n", "| 15 | 0.0 | 0:00:00.587999 | 0:00:00.032001 | 0:00:00.587999 |\n", "| 17 | 0.0 | 0:00:00.591999 | 0:00:00.033000 | 0:00:00.591999 |\n", "| 19 | 0.0 | 0:00:00.589000 | 0:00:00.032002 | 0:00:00.589000 |\n", "| 21 | 0.0 | 0:00:00.594998 | 0:00:00.037046 | 0:00:00.594998 |\n", "| 23 | 0.0 | 0:00:00.595955 | 0:00:00.032999 | 0:00:00.595955 |\n", "| 25 | 0.0 | 0:00:00.592040 | 0:00:00.032963 | 0:00:00.592040 |\n", "| Average | 0.0 | 0:00:00.601078 | 0:00:00.031460 | 0:00:00.316269 |\n", "| Std Dev. | 0.0 | 0.01841968632725638 | 0.0021445885820573895 | 0.2851109542214239 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9348 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.9493 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.9565 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.9565 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.9565 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.9565 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.9565 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.9565 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.9565 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.9565 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.9565 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.9565 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.9565 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.9543 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.006 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.5812 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.4781 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.4783 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.4783 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.4783 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.4783 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.4783 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.4783 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.4783 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.4783 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.4783 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.4783 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.4783 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.4862 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.0274 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9348 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.9493 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.9565 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.9565 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.9565 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.9565 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.9565 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.9565 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.9565 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.9565 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.9565 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.9565 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.9565 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.9543 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.006 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.5682 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.4962 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.5 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.5 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.5 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.5 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.5 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.5 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.5 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.5 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.5 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.5 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.5 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.505 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.0183 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9348 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.9493 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.9565 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.9565 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.9565 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.9565 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.9565 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.9565 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.9565 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.9565 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.9565 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.9565 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.9565 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.9543 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.006 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.5739 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.487 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.4889 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.4889 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.4889 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.4889 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.4889 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.4889 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.4889 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.4889 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.4889 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.4889 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.4889 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.4953 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.0227 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.9348 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.9493 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.9565 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.9565 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.9565 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.9565 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.9565 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.9565 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.9565 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.9565 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.9565 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.9565 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.9565 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.9543 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.006 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.5682 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.4962 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.5 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.5 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.5 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.5 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.5 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.5 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.5 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.5 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.5 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.5 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.5 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.505 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.0183 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.0696 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.0435 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.0435 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.0435 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.0435 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.0435 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.0435 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.0435 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.0435 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.0435 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.0435 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.0435 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.0435 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.0455 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.007 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.0652 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.0507 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.0435 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.0435 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.0435 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.0435 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.0435 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.0435 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.0435 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.0435 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.0435 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.0435 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.0435 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.0457 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.006 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.402 | 0:00:00.591998 | 0:00:00.028000 | 0:00:00.591998 |\n", "| 3 | 0.0 | 0:00:00.599000 | 0:00:00.028003 | 0:00:00.599000 |\n", "| 5 | 0.0 | 0:00:00.626998 | 0:00:00.032006 | 0:00:00.626998 |\n", "| 7 | 0.0 | 0:00:00.633993 | 0:00:00.030036 | 0:00:00.633993 |\n", "| 9 | 0.0 | 0:00:00.698968 | 0:00:00.033000 | 0:00:00.698968 |\n", "| 11 | 0.0 | 0:00:00.664996 | 0:00:00.032003 | 0:00:00.664996 |\n", "| 13 | 0.0 | 0:00:00.604997 | 0:00:00.031000 | 0:00:00.604997 |\n", "| 15 | 0.0 | 0:00:00.616001 | 0:00:00.032999 | 0:00:00.616001 |\n", "| 17 | 0.0 | 0:00:00.640001 | 0:00:00.035001 | 0:00:00.640001 |\n", "| 19 | 0.0 | 0:00:00.622005 | 0:00:00.033995 | 0:00:00.622005 |\n", "| 21 | 0.0 | 0:00:00.602000 | 0:00:00.032999 | 0:00:00.602000 |\n", "| 23 | 0.0 | 0:00:00.593001 | 0:00:00.033000 | 0:00:00.593001 |\n", "| 25 | 0.0 | 0:00:00.588001 | 0:00:00.034003 | 0:00:00.588001 |\n", "| Average | 0.0309 | 0:00:00.621689 | 0:00:00.032003 | 0:00:00.326846 |\n", "| Std Dev. | 0.1071 | 0.030903628846471114 | 0.002109089282523015 | 0.2956553289943669 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9351 | 0.0121 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.9524 | 0.0036 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.9538 | 0.0036 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.9553 | 0.0028 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.9567 | 0.0002 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.9567 | 0.0002 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.9567 | 0.0002 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.9567 | 0.0002 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.9567 | 0.0002 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.9567 | 0.0002 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.9567 | 0.0002 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.9567 | 0.0002 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.9567 | 0.0002 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.9544 | 0.0018 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0057 | 0.0033 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5521 | 0.0624 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.5289 | 0.1014 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.4783 | 0.0001 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.4783 | 0.0001 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.4784 | 0.0001 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.4784 | 0.0001 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.4784 | 0.0001 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.4784 | 0.0001 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.4784 | 0.0001 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.4784 | 0.0001 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.4784 | 0.0001 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.4784 | 0.0001 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.4784 | 0.0001 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.4879 | 0.0127 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0229 | 0.0305 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9351 | 0.0121 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.9524 | 0.0036 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.9538 | 0.0036 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.9553 | 0.0028 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.9567 | 0.0002 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.9567 | 0.0002 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.9567 | 0.0002 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.9567 | 0.0002 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.9567 | 0.0002 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.9567 | 0.0002 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.9567 | 0.0002 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.9567 | 0.0002 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.9567 | 0.0002 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.9544 | 0.0018 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0057 | 0.0033 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5683 | 0.068 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.5136 | 0.033 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.4985 | 0.0018 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.4992 | 0.0015 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.5061 | 0.008 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0183 | 0.0194 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9351 | 0.0121 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.9524 | 0.0036 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.9538 | 0.0036 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.9553 | 0.0028 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.9567 | 0.0002 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.9567 | 0.0002 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.9567 | 0.0002 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.9567 | 0.0002 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.9567 | 0.0002 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.9567 | 0.0002 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.9567 | 0.0002 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.9567 | 0.0002 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.9567 | 0.0002 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.9544 | 0.0018 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0057 | 0.0033 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5587 | 0.0634 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.5128 | 0.0506 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.4882 | 0.0009 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.4886 | 0.0007 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.4889 | 0.0 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.4889 | 0.0 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.4889 | 0.0 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.4889 | 0.0 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.4889 | 0.0 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.4889 | 0.0 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.4889 | 0.0 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.4889 | 0.0 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.4889 | 0.0 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.496 | 0.0089 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0192 | 0.0206 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9351 | 0.0121 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.9524 | 0.0036 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.9538 | 0.0036 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.9553 | 0.0028 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.9567 | 0.0002 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.9567 | 0.0002 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.9567 | 0.0002 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.9567 | 0.0002 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.9567 | 0.0002 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.9567 | 0.0002 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.9567 | 0.0002 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.9567 | 0.0002 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.9567 | 0.0002 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.9544 | 0.0018 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0057 | 0.0033 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5683 | 0.068 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.5136 | 0.033 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.4985 | 0.0018 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.4992 | 0.0015 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.5 | 0.0 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.5 | 0.0 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.5061 | 0.008 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0183 | 0.0194 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0766 | 0.0323 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.0585 | 0.0304 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.0433 | 0.0002 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.0433 | 0.0002 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.0433 | 0.0002 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.0433 | 0.0002 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.0433 | 0.0002 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.0433 | 0.0002 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.0433 | 0.0002 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.0433 | 0.0002 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.0433 | 0.0002 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.0433 | 0.0002 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.0433 | 0.0002 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.047 | 0.0049 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0095 | 0.0113 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0649 | 0.0121 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.0476 | 0.0036 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.0462 | 0.0036 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.0447 | 0.0028 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.0433 | 0.0002 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.0433 | 0.0002 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.0433 | 0.0002 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.0433 | 0.0002 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.0433 | 0.0002 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.0433 | 0.0002 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.0433 | 0.0002 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.0433 | 0.0002 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.0433 | 0.0002 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.0456 | 0.0018 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0057 | 0.0033 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3061 | 0.2568 | 0:00:00.603198 | 0:00:00.029601 | 0:00:00.632799 |\n", "| 3 | 0.0813 | 0.1627 | 0:00:00.596201 | 0:00:00.030408 | 0:00:00.626608 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.614606 | 0:00:00.029394 | 0:00:00.644000 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.593592 | 0:00:00.029807 | 0:00:00.623399 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.616401 | 0:00:00.030593 | 0:00:00.646994 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.608800 | 0:00:00.031000 | 0:00:00.639800 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.599000 | 0:00:00.030599 | 0:00:00.629599 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.592408 | 0:00:00.031993 | 0:00:00.624401 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.592999 | 0:00:00.032201 | 0:00:00.625199 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.599600 | 0:00:00.032806 | 0:00:00.632406 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.594394 | 0:00:00.035215 | 0:00:00.629609 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.597585 | 0:00:00.033200 | 0:00:00.630785 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.598807 | 0:00:00.033394 | 0:00:00.632201 |\n", "| Average | 0.0298 | 0.0323 | 0:00:00.600584 | 0:00:00.031555 | 0:00:00.632138 |\n", "| Std Dev. | 0.0826 | 0.0779 | 0.0076839382 | 0.0016792794 | 0.00707229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'yeast-1_vs_7'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9022 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.913 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.9239 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.9348 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.9348 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.9348 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.9348 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.9348 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.9348 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.9348 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.9348 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.9348 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.9348 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.9298 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0101 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5713 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.4667 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.467 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.4674 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.4674 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.4674 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.4674 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.4674 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.4674 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.4674 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.4674 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.4674 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.4674 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.4753 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0277 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9022 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.913 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.9239 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.9348 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.9348 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.9348 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.9348 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.9348 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.9348 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.9348 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.9348 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.9348 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.9348 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.9298 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0101 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5601 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.4884 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.4942 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.5 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.5 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.5 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.5 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.5 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.5 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.5 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.5 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.5 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.5 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.5033 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0167 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9022 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.913 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.9239 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.9348 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.9348 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.9348 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.9348 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.9348 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.9348 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.9348 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.9348 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.9348 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.9348 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.9298 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0101 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5649 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.4773 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.4802 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.4831 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.4831 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.4831 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.4831 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.4831 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.4831 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.4831 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.4831 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.4831 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.4831 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.4888 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.022 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9022 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.913 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.9239 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.9348 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.9348 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.9348 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.9348 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.9348 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.9348 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.9348 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.9348 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.9348 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.9348 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.9298 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0101 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5601 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.4884 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.4942 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.5 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.5 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.5 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.5 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.5 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.5 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.5 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.5 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.5 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.5 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.5033 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0167 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0877 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.0652 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.0652 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.0652 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.0652 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.0652 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.0652 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.0652 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.0652 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.0652 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.0652 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.0652 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.0652 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.0669 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.006 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0978 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.087 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.0761 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.0652 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.0652 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.0652 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.0652 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.0652 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.0652 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.0652 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.0652 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.0652 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.0652 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.0702 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.0101 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.3986 | 0:00:00.287999 | 0:00:00.018997 | 0:00:00.287999 |\n", "| 3 | 0.0 | 0:00:00.302002 | 0:00:00.022002 | 0:00:00.302002 |\n", "| 5 | 0.0 | 0:00:00.309998 | 0:00:00.022002 | 0:00:00.309998 |\n", "| 7 | 0.0 | 0:00:00.303998 | 0:00:00.020999 | 0:00:00.303998 |\n", "| 9 | 0.0 | 0:00:00.296001 | 0:00:00.027004 | 0:00:00.296001 |\n", "| 11 | 0.0 | 0:00:00.296995 | 0:00:00.022000 | 0:00:00.296995 |\n", "| 13 | 0.0 | 0:00:00.268002 | 0:00:00.022000 | 0:00:00.268002 |\n", "| 15 | 0.0 | 0:00:00.264999 | 0:00:00.021999 | 0:00:00.264999 |\n", "| 17 | 0.0 | 0:00:00.276038 | 0:00:00.020997 | 0:00:00.276038 |\n", "| 19 | 0.0 | 0:00:00.271968 | 0:00:00.023001 | 0:00:00.271968 |\n", "| 21 | 0.0 | 0:00:00.268031 | 0:00:00.024969 | 0:00:00.268031 |\n", "| 23 | 0.0 | 0:00:00.271996 | 0:00:00.023002 | 0:00:00.271996 |\n", "| 25 | 0.0 | 0:00:00.277999 | 0:00:00.024000 | 0:00:00.277999 |\n", "| Average | 0.0307 | 0:00:00.284310 | 0:00:00.022536 | 0:00:00.153423 |\n", "| Std Dev. | 0.1062 | 0.015160106632465956 | 0.0019044785891320327 | 0.13133188398230686 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8913 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.9348 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.9457 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.9457 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.9348 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.9348 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.9348 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.9348 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.9348 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.9348 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.9348 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.9348 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.9348 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.9331 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0127 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5543 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.7222 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.9725 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.9725 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.4674 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.4674 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.4674 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.4674 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.4674 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.4674 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.4674 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.4674 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.4674 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.5714 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.1844 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8913 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.9348 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.9457 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.9457 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.9348 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.9348 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.9348 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.9348 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.9348 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.9348 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.9348 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.9348 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.9348 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.9331 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0127 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5543 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.5775 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.5833 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.5833 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.5 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.5 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.5 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.5 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.5 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.5 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.5 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.5 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.5 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.523 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0351 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8913 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.9348 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.9457 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.9457 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.9348 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.9348 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.9348 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.9348 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.9348 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.9348 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.9348 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.9348 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.9348 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.9331 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0127 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5543 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.608 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.6287 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.6287 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.4831 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.4831 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.4831 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.4831 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.4831 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.4831 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.4831 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.4831 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.4831 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.5206 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0587 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8913 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.9348 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.9457 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.9457 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.9348 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.9348 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.9348 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.9348 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.9348 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.9348 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.9348 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.9348 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.9348 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.9331 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0127 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5543 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.5775 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.5833 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.5833 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.5 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.5 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.5 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.5 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.5 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.5 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.5 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.5 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.5 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.523 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0351 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0821 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.1377 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.221 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.221 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.0652 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.0652 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.0652 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.0652 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.0652 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.0652 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.0652 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.0652 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.0652 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.0961 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0566 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1087 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.0652 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.0543 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.0543 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.0652 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.0652 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.0652 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.0652 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.0652 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.0652 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.0652 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.0652 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.0652 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.0669 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.0127 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.3962 | 0:00:00.268001 | 0:00:00.019000 | 0:00:00.268001 |\n", "| 3 | 0.4059 | 0:00:00.270031 | 0:00:00.020001 | 0:00:00.270031 |\n", "| 5 | 0.4082 | 0:00:00.278967 | 0:00:00.019000 | 0:00:00.278967 |\n", "| 7 | 0.4082 | 0:00:00.270999 | 0:00:00.020001 | 0:00:00.270999 |\n", "| 9 | 0.0 | 0:00:00.271001 | 0:00:00.021996 | 0:00:00.271001 |\n", "| 11 | 0.0 | 0:00:00.281003 | 0:00:00.020000 | 0:00:00.281003 |\n", "| 13 | 0.0 | 0:00:00.268997 | 0:00:00.021001 | 0:00:00.268997 |\n", "| 15 | 0.0 | 0:00:00.286999 | 0:00:00.023003 | 0:00:00.286999 |\n", "| 17 | 0.0 | 0:00:00.277000 | 0:00:00.021997 | 0:00:00.277000 |\n", "| 19 | 0.0 | 0:00:00.266999 | 0:00:00.022002 | 0:00:00.266999 |\n", "| 21 | 0.0 | 0:00:00.278998 | 0:00:00.023000 | 0:00:00.278998 |\n", "| 23 | 0.0 | 0:00:00.266000 | 0:00:00.022000 | 0:00:00.266000 |\n", "| 25 | 0.0 | 0:00:00.265003 | 0:00:00.023997 | 0:00:00.265003 |\n", "| Average | 0.1245 | 0:00:00.273077 | 0:00:00.021308 | 0:00:00.147192 |\n", "| Std Dev. | 0.1868 | 0.006529882686688373 | 0.0015379191113912196 | 0.12597393287668787 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.8913 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.9239 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.9348 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.9239 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.9348 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.9348 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.9348 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.9348 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.9348 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.9348 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.9348 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.9348 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.9348 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.9298 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0118 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6012 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.6386 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.7222 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.467 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.7222 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.4674 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.4674 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.4674 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.4674 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.4674 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.4674 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.4674 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.4674 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.53 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0985 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.8913 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.9239 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.9348 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.9239 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.9348 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.9348 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.9348 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.9348 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.9348 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.9348 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.9348 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.9348 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.9348 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.9298 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0118 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6318 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.5717 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.5775 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.4942 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.5775 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.5 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.5 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.5 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.5 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.5 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.5 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.5 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.5 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.5271 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0438 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.8913 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.9239 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.9348 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.9239 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.9348 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.9348 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.9348 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.9348 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.9348 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.9348 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.9348 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.9348 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.9348 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.9298 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0118 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6134 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.5911 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.608 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.4802 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.608 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.4831 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.4831 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.4831 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.4831 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.4831 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.4831 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.4831 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.4831 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.5205 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0566 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.8913 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.9239 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.9348 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.9239 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.9348 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.9348 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.9348 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.9348 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.9348 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.9348 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.9348 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.9348 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.9348 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.9298 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0118 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.6318 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.5717 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.5775 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.4942 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.5775 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.5 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.5 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.5 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.5 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.5 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.5 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.5 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.5 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.5271 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0438 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.1268 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.1099 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.1377 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.0652 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.1377 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.0652 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.0652 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.0652 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.0652 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.0652 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.0652 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.0652 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.0652 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.0845 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0297 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.1087 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.0761 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.0652 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.0761 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.0652 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.0652 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.0652 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.0652 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.0652 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.0652 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.0652 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.0652 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.0652 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.0702 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.0118 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.5568 | 0:00:00.272999 | 0:00:00.019001 | 0:00:00.272999 |\n", "| 3 | 0.4035 | 0:00:00.275002 | 0:00:00.019998 | 0:00:00.275002 |\n", "| 5 | 0.4059 | 0:00:00.271003 | 0:00:00.019998 | 0:00:00.271003 |\n", "| 7 | 0.0 | 0:00:00.266035 | 0:00:00.019999 | 0:00:00.266035 |\n", "| 9 | 0.4059 | 0:00:00.275968 | 0:00:00.022001 | 0:00:00.275968 |\n", "| 11 | 0.0 | 0:00:00.290998 | 0:00:00.023002 | 0:00:00.290998 |\n", "| 13 | 0.0 | 0:00:00.342999 | 0:00:00.022998 | 0:00:00.342999 |\n", "| 15 | 0.0 | 0:00:00.367002 | 0:00:00.032001 | 0:00:00.367002 |\n", "| 17 | 0.0 | 0:00:00.347998 | 0:00:00.023001 | 0:00:00.347998 |\n", "| 19 | 0.0 | 0:00:00.290002 | 0:00:00.026000 | 0:00:00.290002 |\n", "| 21 | 0.0 | 0:00:00.294998 | 0:00:00.026001 | 0:00:00.294998 |\n", "| 23 | 0.0 | 0:00:00.277997 | 0:00:00.023038 | 0:00:00.277997 |\n", "| 25 | 0.0 | 0:00:00.271963 | 0:00:00.024000 | 0:00:00.271963 |\n", "| Average | 0.1363 | 0:00:00.295766 | 0:00:00.023157 | 0:00:00.159461 |\n", "| Std Dev. | 0.2077 | 0.03259443806712751 | 0.0033250698064096413 | 0.1382596482451792 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9239 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.9457 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.9565 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.9565 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.9565 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.9457 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.9457 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.9457 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.9457 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.9457 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.9457 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.9457 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.9348 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.9457 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0085 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6966 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.7828 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.9778 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.9778 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.9778 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.9725 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.9725 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.9725 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.9725 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.9725 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.9725 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.9725 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.4674 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.8991 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.1512 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9239 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.9457 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.9565 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.9565 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.9565 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.9457 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.9457 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.9457 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.9457 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.9457 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.9457 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.9457 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.9348 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.9457 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0085 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7267 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.7384 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.6667 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.6667 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.6667 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.5833 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.5833 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.5833 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.5833 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.5833 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.5833 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.5833 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.5 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.6191 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0655 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9239 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.9457 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.9565 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.9565 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.9565 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.9457 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.9457 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.9457 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.9457 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.9457 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.9457 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.9457 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.9348 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.9457 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0085 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7103 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.7583 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.7386 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.7386 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.7386 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.6287 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.6287 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.6287 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.6287 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.6287 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.6287 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.6287 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.4831 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.6591 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0728 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9239 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.9457 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.9565 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.9565 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.9565 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.9457 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.9457 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.9457 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.9457 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.9457 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.9457 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.9457 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.9348 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.9457 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0085 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7267 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.7384 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.6667 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.6667 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.6667 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.5833 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.5833 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.5833 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.5833 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.5833 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.5833 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.5833 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.5 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.6191 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0655 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.2469 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.3326 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.3768 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.3768 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.3768 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.221 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.221 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.221 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.221 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.221 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.221 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.221 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.0652 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.2556 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0854 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0761 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.0543 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.0435 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.0435 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.0435 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.0543 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.0543 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.0543 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.0543 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.0543 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.0543 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.0543 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.0652 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.0543 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.0085 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6905 | 0:00:00.286998 | 0:00:00.018998 | 0:00:00.286998 |\n", "| 3 | 0.6988 | 0:00:00.276001 | 0:00:00.019000 | 0:00:00.276001 |\n", "| 5 | 0.5774 | 0:00:00.273000 | 0:00:00.020003 | 0:00:00.273000 |\n", "| 7 | 0.5774 | 0:00:00.276995 | 0:00:00.021001 | 0:00:00.276995 |\n", "| 9 | 0.5774 | 0:00:00.265999 | 0:00:00.021002 | 0:00:00.265999 |\n", "| 11 | 0.4082 | 0:00:00.271001 | 0:00:00.027000 | 0:00:00.271001 |\n", "| 13 | 0.4082 | 0:00:00.276000 | 0:00:00.027997 | 0:00:00.276000 |\n", "| 15 | 0.4082 | 0:00:00.284000 | 0:00:00.022999 | 0:00:00.284000 |\n", "| 17 | 0.4082 | 0:00:00.299003 | 0:00:00.022999 | 0:00:00.299003 |\n", "| 19 | 0.4082 | 0:00:00.269001 | 0:00:00.023002 | 0:00:00.269001 |\n", "| 21 | 0.4082 | 0:00:00.278996 | 0:00:00.024000 | 0:00:00.278996 |\n", "| 23 | 0.4082 | 0:00:00.276002 | 0:00:00.023998 | 0:00:00.276002 |\n", "| 25 | 0.0 | 0:00:00.286000 | 0:00:00.024003 | 0:00:00.286000 |\n", "| Average | 0.4599 | 0:00:00.278384 | 0:00:00.022769 | 0:00:00.150577 |\n", "| Std Dev. | 0.1714 | 0.008472353520082167 | 0.002663950448402812 | 0.12796163948105865 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9451 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.9451 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.956 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.956 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.956 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.9341 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.9341 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.9341 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.9341 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.9341 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.9341 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.9341 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.9341 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.9408 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0092 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7826 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.8106 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.9775 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.9775 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.9775 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.467 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.467 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.467 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.467 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.467 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.467 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.467 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.467 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.6355 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.2202 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9451 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.9451 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.956 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.956 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.956 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.9341 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.9341 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.9341 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.9341 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.9341 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.9341 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.9341 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.9341 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.9408 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0092 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7382 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.6608 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.6667 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.6667 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.6667 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.5 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.5 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.5 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.5 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.5 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.5 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.5 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.5 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.5692 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0893 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9451 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.9451 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.956 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.956 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.956 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.9341 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.9341 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.9341 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.9341 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.9341 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.9341 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.9341 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.9341 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.9408 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0092 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7581 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.7078 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.7385 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.7385 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.7385 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.483 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.483 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.483 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.483 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.483 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.483 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.483 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.483 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.5804 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.1236 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9451 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.9451 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.956 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.956 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.956 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.9341 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.9341 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.9341 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.9341 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.9341 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.9341 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.9341 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.9341 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.9408 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0092 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7382 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.6608 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.6667 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.6667 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.6667 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.5 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.5 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.5 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.5 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.5 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.5 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.5 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.5 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.5692 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0893 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.333 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.2662 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.3773 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.3773 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.3773 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.0659 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.0659 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.0659 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.0659 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.0659 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.0659 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.0659 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.0659 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.1737 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.139 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0549 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.0549 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.044 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.044 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.044 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.0659 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.0659 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.0659 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.0659 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.0659 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.0659 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.0659 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.0659 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.0592 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.0092 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6987 | 0:00:00.283999 | 0:00:00.022032 | 0:00:00.283999 |\n", "| 3 | 0.5739 | 0:00:00.284968 | 0:00:00.019999 | 0:00:00.284968 |\n", "| 5 | 0.5774 | 0:00:00.270000 | 0:00:00.020001 | 0:00:00.270000 |\n", "| 7 | 0.5774 | 0:00:00.271996 | 0:00:00.020002 | 0:00:00.271996 |\n", "| 9 | 0.5774 | 0:00:00.271000 | 0:00:00.021001 | 0:00:00.271000 |\n", "| 11 | 0.0 | 0:00:00.273999 | 0:00:00.021001 | 0:00:00.273999 |\n", "| 13 | 0.0 | 0:00:00.285000 | 0:00:00.020999 | 0:00:00.285000 |\n", "| 15 | 0.0 | 0:00:00.274999 | 0:00:00.023002 | 0:00:00.274999 |\n", "| 17 | 0.0 | 0:00:00.266997 | 0:00:00.022001 | 0:00:00.266997 |\n", "| 19 | 0.0 | 0:00:00.282001 | 0:00:00.023002 | 0:00:00.282001 |\n", "| 21 | 0.0 | 0:00:00.290998 | 0:00:00.022999 | 0:00:00.290998 |\n", "| 23 | 0.0 | 0:00:00.276003 | 0:00:00.022000 | 0:00:00.276003 |\n", "| 25 | 0.0 | 0:00:00.269996 | 0:00:00.024002 | 0:00:00.269996 |\n", "| Average | 0.2311 | 0:00:00.277074 | 0:00:00.021695 | 0:00:00.149385 |\n", "| Std Dev. | 0.2939 | 0.007181714920253996 | 0.0012649332140619559 | 0.1277931492895943 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9108 | 0.0209 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.9325 | 0.0126 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.9434 | 0.0126 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.9434 | 0.0126 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.9434 | 0.0105 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.9368 | 0.0044 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.9368 | 0.0044 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.9368 | 0.0044 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.9368 | 0.0044 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.9368 | 0.0044 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.9368 | 0.0044 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.9368 | 0.0044 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.9346 | 0.0003 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.9358 | 0.0077 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0079 | 0.0054 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6412 | 0.0861 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.6842 | 0.1237 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.8234 | 0.2035 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.7725 | 0.2492 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.7225 | 0.2282 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.5683 | 0.2021 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.5683 | 0.2021 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.5683 | 0.2021 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.5683 | 0.2021 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.5683 | 0.2021 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.5683 | 0.2021 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.5683 | 0.2021 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.4673 | 0.0001 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.6223 | 0.1774 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0967 | 0.0652 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9108 | 0.0209 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.9325 | 0.0126 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.9434 | 0.0126 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.9434 | 0.0126 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.9434 | 0.0105 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.9368 | 0.0044 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.9368 | 0.0044 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.9368 | 0.0044 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.9368 | 0.0044 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.9368 | 0.0044 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.9368 | 0.0044 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.9368 | 0.0044 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.9346 | 0.0003 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.9358 | 0.0077 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0079 | 0.0054 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6422 | 0.0787 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.6074 | 0.0853 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.5977 | 0.0646 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.5822 | 0.0759 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.5822 | 0.0746 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.5167 | 0.0333 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.5167 | 0.0333 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.5167 | 0.0333 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.5167 | 0.0333 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.5167 | 0.0333 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.5167 | 0.0333 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.5167 | 0.0333 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.5483 | 0.0471 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.045 | 0.0246 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9108 | 0.0209 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.9325 | 0.0126 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.9434 | 0.0126 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.9434 | 0.0126 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.9434 | 0.0105 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.9368 | 0.0044 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.9368 | 0.0044 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.9368 | 0.0044 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.9368 | 0.0044 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.9368 | 0.0044 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.9368 | 0.0044 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.9368 | 0.0044 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.9346 | 0.0003 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.9358 | 0.0077 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0079 | 0.0054 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6402 | 0.0807 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.6285 | 0.0978 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.6388 | 0.096 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.6138 | 0.1151 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.6103 | 0.1142 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.5122 | 0.0583 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.5122 | 0.0583 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.5122 | 0.0583 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.5122 | 0.0583 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.5122 | 0.0583 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.5122 | 0.0583 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.5122 | 0.0583 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.4831 | 0.0001 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.5539 | 0.0701 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0583 | 0.0296 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9108 | 0.0209 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.9325 | 0.0126 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.9434 | 0.0126 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.9434 | 0.0126 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.9434 | 0.0105 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.9368 | 0.0044 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.9368 | 0.0044 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.9368 | 0.0044 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.9368 | 0.0044 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.9368 | 0.0044 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.9368 | 0.0044 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.9368 | 0.0044 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.9346 | 0.0003 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.9358 | 0.0077 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0079 | 0.0054 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6422 | 0.0787 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.6074 | 0.0853 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.5977 | 0.0646 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.5822 | 0.0759 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.5822 | 0.0746 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.5167 | 0.0333 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.5167 | 0.0333 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.5167 | 0.0333 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.5167 | 0.0333 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.5167 | 0.0333 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.5167 | 0.0333 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.5167 | 0.0333 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.5 | 0.0 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.5483 | 0.0471 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.045 | 0.0246 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1753 | 0.0987 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.1823 | 0.1006 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.2356 | 0.1256 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.2211 | 0.1395 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.2044 | 0.1434 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.0965 | 0.0622 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.0965 | 0.0622 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.0965 | 0.0622 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.0965 | 0.0622 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.0965 | 0.0622 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.0965 | 0.0622 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.0965 | 0.0622 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.0654 | 0.0003 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.1354 | 0.0803 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0565 | 0.0382 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0892 | 0.0209 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.0675 | 0.0126 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.0566 | 0.0126 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.0566 | 0.0126 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.0566 | 0.0105 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.0632 | 0.0044 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.0632 | 0.0044 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.0632 | 0.0044 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.0632 | 0.0044 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.0632 | 0.0044 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.0632 | 0.0044 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.0632 | 0.0044 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.0654 | 0.0003 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.0642 | 0.0077 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.0079 | 0.0054 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5482 | 0.133 | 0:00:00.279999 | 0:00:00.019606 | 0:00:00.299605 |\n", "| 3 | 0.4164 | 0.2359 | 0:00:00.281601 | 0:00:00.020200 | 0:00:00.301801 |\n", "| 5 | 0.3938 | 0.2111 | 0:00:00.280594 | 0:00:00.020201 | 0:00:00.300795 |\n", "| 7 | 0.3126 | 0.2626 | 0:00:00.278005 | 0:00:00.020400 | 0:00:00.298405 |\n", "| 9 | 0.3121 | 0.2624 | 0:00:00.275994 | 0:00:00.022601 | 0:00:00.298595 |\n", "| 11 | 0.0816 | 0.1633 | 0:00:00.282799 | 0:00:00.022601 | 0:00:00.305400 |\n", "| 13 | 0.0816 | 0.1633 | 0:00:00.288200 | 0:00:00.022999 | 0:00:00.311199 |\n", "| 15 | 0.0816 | 0.1633 | 0:00:00.295600 | 0:00:00.024601 | 0:00:00.320201 |\n", "| 17 | 0.0816 | 0.1633 | 0:00:00.293407 | 0:00:00.022199 | 0:00:00.315606 |\n", "| 19 | 0.0816 | 0.1633 | 0:00:00.275994 | 0:00:00.023401 | 0:00:00.299396 |\n", "| 21 | 0.0816 | 0.1633 | 0:00:00.282404 | 0:00:00.024194 | 0:00:00.306598 |\n", "| 23 | 0.0816 | 0.1633 | 0:00:00.273599 | 0:00:00.022807 | 0:00:00.296407 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.274192 | 0:00:00.024001 | 0:00:00.298193 |\n", "| Average | 0.1965 | 0.1729 | 0:00:00.281722 | 0:00:00.022293 | 0:00:00.304015 |\n", "| Std Dev. | 0.1684 | 0.0642 | 0.0066742002 | 0.0016078286 | 0.0071533452 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'yeast-2_vs_8'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.9794 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.9794 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.9794 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.9794 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.9794 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.9794 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.9794 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.9794 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.9794 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.9794 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.9794 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.9794 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.9794 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.9794 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+----------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.9895 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.9895 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.9895 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.9895 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.9895 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.9895 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.9895 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.9895 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.9895 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.9895 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.9895 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.9895 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.9895 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.9895 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+-----------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.9794 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.9794 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.9794 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.9794 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.9794 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.9794 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.9794 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.9794 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.9794 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.9794 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.9794 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.9794 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.9794 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.9794 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+-----------------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.75 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.75 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.75 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.75 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.75 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.75 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.75 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.75 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.75 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.75 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.75 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.75 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.75 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.75 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.9794 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.9794 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.9794 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.9794 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.9794 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.9794 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.9794 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.9794 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.9794 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.9794 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.9794 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.9794 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.9794 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.9794 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+--------------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.828 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.828 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.828 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.828 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.828 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.828 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.828 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.828 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.828 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.828 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.828 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.828 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.828 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.828 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+-----------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.9794 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.9794 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.9794 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.9794 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.9794 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.9794 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.9794 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.9794 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.9794 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.9794 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.9794 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.9794 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.9794 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.9794 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+-----------------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+------+--------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.75 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.75 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.75 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.75 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.75 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.75 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.75 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.75 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.75 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.75 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.75 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.75 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.75 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.75 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.5206 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.5206 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.5206 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.5206 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.5206 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.5206 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.5206 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.5206 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.5206 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.5206 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.5206 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.5206 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.5206 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.5206 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+-----------------------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.0206 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.0206 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.0206 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.0206 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.0206 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.0206 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.0206 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.0206 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.0206 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.0206 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.0206 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.0206 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.0206 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.0206 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "| 1 | 0.7071 | 0:00:00.365000 | 0:00:00.030000 | 0:00:00.365000 |\n", "| 3 | 0.7071 | 0:00:00.344001 | 0:00:00.023999 | 0:00:00.344001 |\n", "| 5 | 0.7071 | 0:00:00.331002 | 0:00:00.023001 | 0:00:00.331002 |\n", "| 7 | 0.7071 | 0:00:00.329004 | 0:00:00.021995 | 0:00:00.329004 |\n", "| 9 | 0.7071 | 0:00:00.307000 | 0:00:00.022998 | 0:00:00.307000 |\n", "| 11 | 0.7071 | 0:00:00.316002 | 0:00:00.022998 | 0:00:00.316002 |\n", "| 13 | 0.7071 | 0:00:00.303034 | 0:00:00.022001 | 0:00:00.303034 |\n", "| 15 | 0.7071 | 0:00:00.329965 | 0:00:00.026002 | 0:00:00.329965 |\n", "| 17 | 0.7071 | 0:00:00.328000 | 0:00:00.025001 | 0:00:00.328000 |\n", "| 19 | 0.7071 | 0:00:00.332999 | 0:00:00.025035 | 0:00:00.332999 |\n", "| 21 | 0.7071 | 0:00:00.331967 | 0:00:00.024996 | 0:00:00.331967 |\n", "| 23 | 0.7071 | 0:00:00.306001 | 0:00:00.023999 | 0:00:00.306001 |\n", "| 25 | 0.7071 | 0:00:00.309034 | 0:00:00.024000 | 0:00:00.309034 |\n", "| Average | 0.7071 | 0:00:00.325616 | 0:00:00.024310 | 0:00:00.174963 |\n", "| Std Dev. | 0.0 | 0.0167736239962915 | 0.0020163247352700314 | 0.1511261656648584 |\n", "+----------+--------+--------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9691 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.9794 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.9897 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.9897 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.9897 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.9897 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.9897 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.9897 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.9897 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.9897 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.9897 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.9897 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.9897 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.9873 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0059 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8227 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.9895 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.9947 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.9947 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.9947 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.9947 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.9947 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.9947 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.9947 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.9947 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.9947 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.9947 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.9947 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.9811 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0457 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9691 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.9794 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.9897 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.9897 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.9897 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.9897 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.9897 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.9897 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.9897 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.9897 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.9897 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.9897 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.9897 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.9873 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0059 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7446 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.75 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.875 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.875 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.875 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.875 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.875 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.875 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.875 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.875 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.875 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.875 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.875 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.8554 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0461 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9691 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.9794 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.9897 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.9897 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.9897 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.9897 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.9897 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.9897 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.9897 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.9897 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.9897 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.9897 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.9897 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.9873 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0059 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7777 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.828 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.9259 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.9259 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.9259 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.9259 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.9259 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.9259 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.9259 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.9259 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.9259 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.9259 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.9259 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.907 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0455 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9691 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.9794 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.9897 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.9897 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.9897 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.9897 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.9897 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.9897 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.9897 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.9897 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.9897 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.9897 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.9897 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.9873 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0059 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7446 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.75 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.875 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.875 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.875 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.875 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.875 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.875 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.875 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.875 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.875 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.875 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.875 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.8554 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0461 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.354 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.5206 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.7603 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.7603 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.7603 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.7603 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.7603 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.7603 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.7603 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.7603 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.7603 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.7603 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.7603 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.7106 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.121 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0309 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.0206 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.0103 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.0103 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.0103 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.0103 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.0103 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.0103 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.0103 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.0103 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.0103 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.0103 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.0103 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.0127 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.0059 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7033 | 0:00:00.339000 | 0:00:00.019998 | 0:00:00.339000 |\n", "| 3 | 0.7071 | 0:00:00.317000 | 0:00:00.022035 | 0:00:00.317000 |\n", "| 5 | 0.866 | 0:00:00.308967 | 0:00:00.020999 | 0:00:00.308967 |\n", "| 7 | 0.866 | 0:00:00.316001 | 0:00:00.021998 | 0:00:00.316001 |\n", "| 9 | 0.866 | 0:00:00.305003 | 0:00:00.022997 | 0:00:00.305003 |\n", "| 11 | 0.866 | 0:00:00.331002 | 0:00:00.030998 | 0:00:00.331002 |\n", "| 13 | 0.866 | 0:00:00.372002 | 0:00:00.023998 | 0:00:00.372002 |\n", "| 15 | 0.866 | 0:00:00.331002 | 0:00:00.025000 | 0:00:00.331002 |\n", "| 17 | 0.866 | 0:00:00.334000 | 0:00:00.023999 | 0:00:00.334000 |\n", "| 19 | 0.866 | 0:00:00.316003 | 0:00:00.023998 | 0:00:00.316003 |\n", "| 21 | 0.866 | 0:00:00.302999 | 0:00:00.024000 | 0:00:00.302999 |\n", "| 23 | 0.866 | 0:00:00.299000 | 0:00:00.024002 | 0:00:00.299000 |\n", "| 25 | 0.866 | 0:00:00.322999 | 0:00:00.025000 | 0:00:00.322999 |\n", "| Average | 0.8413 | 0:00:00.322691 | 0:00:00.023771 | 0:00:00.173231 |\n", "| Std Dev. | 0.058 | 0.018679115273424324 | 0.0025448402701663715 | 0.15005313871138118 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9688 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.9792 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.9792 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.9792 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.9792 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.9792 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.9792 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.9792 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.9792 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.9792 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.9792 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.9792 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.9792 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.9784 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0028 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8226 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.9894 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.9894 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.9894 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.9894 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.9894 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.9894 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.9894 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.9894 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.9894 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.9894 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.9894 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.9894 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.9765 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0444 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9688 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.9792 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.9792 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.9792 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.9792 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.9792 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.9792 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.9792 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.9792 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.9792 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.9792 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.9792 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.9792 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.9784 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0028 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7446 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.75 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.75 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.75 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.75 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.75 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.75 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.75 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.75 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.75 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.75 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.75 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.75 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.7496 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0014 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9688 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.9792 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.9792 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.9792 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.9792 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.9792 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.9792 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.9792 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.9792 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.9792 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.9792 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.9792 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.9792 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.9784 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0028 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7776 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.828 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.828 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.828 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.828 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.828 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.828 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.828 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.828 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.828 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.828 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.828 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.828 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.8241 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0134 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9688 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.9792 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.9792 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.9792 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.9792 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.9792 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.9792 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.9792 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.9792 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.9792 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.9792 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.9792 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.9792 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.9784 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0028 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7446 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.75 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.75 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.75 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.75 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.75 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.75 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.75 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.75 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.75 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.75 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.75 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.75 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.7496 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0014 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.3542 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.5208 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.5208 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.5208 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.5208 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.5208 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.5208 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.5208 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.5208 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.5208 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.5208 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.5208 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.5208 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.508 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0444 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.0312 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.0208 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.0208 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.0208 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.0208 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.0208 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.0208 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.0208 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.0208 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.0208 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.0208 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.0208 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.0208 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.0216 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.0028 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7033 | 0:00:00.315967 | 0:00:00.021000 | 0:00:00.315967 |\n", "| 3 | 0.7071 | 0:00:00.311001 | 0:00:00.020998 | 0:00:00.311001 |\n", "| 5 | 0.7071 | 0:00:00.298000 | 0:00:00.021000 | 0:00:00.298000 |\n", "| 7 | 0.7071 | 0:00:00.312000 | 0:00:00.022000 | 0:00:00.312000 |\n", "| 9 | 0.7071 | 0:00:00.303000 | 0:00:00.022002 | 0:00:00.303000 |\n", "| 11 | 0.7071 | 0:00:00.296033 | 0:00:00.022967 | 0:00:00.296033 |\n", "| 13 | 0.7071 | 0:00:00.308001 | 0:00:00.022998 | 0:00:00.308001 |\n", "| 15 | 0.7071 | 0:00:00.305000 | 0:00:00.024000 | 0:00:00.305000 |\n", "| 17 | 0.7071 | 0:00:00.315002 | 0:00:00.024001 | 0:00:00.315002 |\n", "| 19 | 0.7071 | 0:00:00.313999 | 0:00:00.024998 | 0:00:00.313999 |\n", "| 21 | 0.7071 | 0:00:00.302000 | 0:00:00.024003 | 0:00:00.302000 |\n", "| 23 | 0.7071 | 0:00:00.308996 | 0:00:00.024001 | 0:00:00.308996 |\n", "| 25 | 0.7071 | 0:00:00.310002 | 0:00:00.025999 | 0:00:00.310002 |\n", "| Average | 0.7068 | 0:00:00.307615 | 0:00:00.023074 | 0:00:00.165345 |\n", "| Std Dev. | 0.001 | 0.00613806655428563 | 0.001542439409631263 | 0.14234083203175912 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9583 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.9792 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.9792 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.9792 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.9792 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.9792 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.9792 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.9792 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.9792 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.9792 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.9792 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.9792 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.9792 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.9776 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0056 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7444 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.8696 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.8696 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.8696 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.8696 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.8696 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.8696 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.8696 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.8696 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.8696 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.8696 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.8696 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.8696 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.8599 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0333 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9583 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.9792 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.9792 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.9792 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.9792 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.9792 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.9792 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.9792 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.9792 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.9792 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.9792 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.9792 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.9792 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.9776 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0056 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.8587 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.8696 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.8696 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.8696 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.8696 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.8696 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.8696 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.8696 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.8696 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.8696 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.8696 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.8696 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.8696 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.8687 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0029 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9583 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.9792 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.9792 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.9792 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.9792 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.9792 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.9792 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.9792 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.9792 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.9792 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.9792 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.9792 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.9792 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.9776 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0056 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.789 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.8696 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.8696 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.8696 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.8696 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.8696 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.8696 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.8696 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.8696 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.8696 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.8696 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.8696 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.8696 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.8634 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0215 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9583 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.9792 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.9792 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.9792 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.9792 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.9792 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.9792 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.9792 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.9792 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.9792 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.9792 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.9792 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.9792 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.9776 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0056 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.8587 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.8696 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.8696 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.8696 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.8696 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.8696 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.8696 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.8696 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.8696 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.8696 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.8696 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.8696 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.8696 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.8687 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0029 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.3854 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.5729 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.5729 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.5729 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.5729 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.5729 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.5729 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.5729 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.5729 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.5729 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.5729 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.5729 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.5729 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.5585 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.05 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0417 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.0208 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.0208 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.0208 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.0208 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.0208 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.0208 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.0208 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.0208 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.0208 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.0208 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.0208 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.0208 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.0224 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0056 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.8518 | 0:00:00.309964 | 0:00:00.021000 | 0:00:00.309964 |\n", "| 3 | 0.8613 | 0:00:00.303000 | 0:00:00.020003 | 0:00:00.303000 |\n", "| 5 | 0.8613 | 0:00:00.320001 | 0:00:00.022001 | 0:00:00.320001 |\n", "| 7 | 0.8613 | 0:00:00.307996 | 0:00:00.022001 | 0:00:00.307996 |\n", "| 9 | 0.8613 | 0:00:00.308002 | 0:00:00.022000 | 0:00:00.308002 |\n", "| 11 | 0.8613 | 0:00:00.319997 | 0:00:00.024000 | 0:00:00.319997 |\n", "| 13 | 0.8613 | 0:00:00.365000 | 0:00:00.029001 | 0:00:00.365000 |\n", "| 15 | 0.8613 | 0:00:00.346999 | 0:00:00.026000 | 0:00:00.346999 |\n", "| 17 | 0.8613 | 0:00:00.316001 | 0:00:00.024998 | 0:00:00.316001 |\n", "| 19 | 0.8613 | 0:00:00.332036 | 0:00:00.024000 | 0:00:00.332036 |\n", "| 21 | 0.8613 | 0:00:00.309964 | 0:00:00.024000 | 0:00:00.309964 |\n", "| 23 | 0.8613 | 0:00:00.310001 | 0:00:00.023999 | 0:00:00.310001 |\n", "| 25 | 0.8613 | 0:00:00.297001 | 0:00:00.025036 | 0:00:00.297001 |\n", "| Average | 0.8606 | 0:00:00.318920 | 0:00:00.023695 | 0:00:00.171308 |\n", "| Std Dev. | 0.0025 | 0.018201881056857737 | 0.0022675461160988996 | 0.1481811405883071 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9479 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.9688 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.9688 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.9688 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.9688 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.9688 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.9688 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.9688 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.9688 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.9688 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.9688 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.9688 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.9688 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.9671 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0056 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6505 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.9842 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.9842 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.9842 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.9842 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.9842 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.9842 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.9842 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.9842 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.9842 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.9842 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.9842 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.9842 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.9585 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0889 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9479 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.9688 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.9688 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.9688 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.9688 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.9688 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.9688 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.9688 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.9688 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.9688 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.9688 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.9688 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.9688 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.9671 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0056 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6141 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.625 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.625 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.625 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.625 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.625 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.625 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.625 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.625 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.625 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.625 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.625 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.625 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.6242 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0029 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9479 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.9688 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.9688 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.9688 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.9688 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.9688 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.9688 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.9688 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.9688 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.9688 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.9688 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.9688 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.9688 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.9671 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0056 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6293 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.692 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.692 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.692 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.692 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.692 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.692 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.692 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.692 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.692 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.692 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.692 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.692 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.6872 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0167 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9479 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.9688 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.9688 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.9688 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.9688 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.9688 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.9688 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.9688 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.9688 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.9688 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.9688 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.9688 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.9688 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.9671 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0056 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.6141 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.625 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.625 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.625 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.625 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.625 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.625 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.625 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.625 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.625 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.625 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.625 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.625 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.6242 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0029 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.1146 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.2812 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.2812 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.2812 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.2812 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.2812 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.2812 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.2812 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.2812 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.2812 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.2812 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.2812 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.2812 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.2684 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0444 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0521 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.0312 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.0312 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.0312 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.0312 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.0312 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.0312 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.0312 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.0312 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.0312 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.0312 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.0312 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.0312 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.0329 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0056 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.4945 | 0:00:00.311998 | 0:00:00.020040 | 0:00:00.311998 |\n", "| 3 | 0.5 | 0:00:00.298962 | 0:00:00.022000 | 0:00:00.298962 |\n", "| 5 | 0.5 | 0:00:00.298998 | 0:00:00.021002 | 0:00:00.298998 |\n", "| 7 | 0.5 | 0:00:00.299999 | 0:00:00.022000 | 0:00:00.299999 |\n", "| 9 | 0.5 | 0:00:00.301000 | 0:00:00.022001 | 0:00:00.301000 |\n", "| 11 | 0.5 | 0:00:00.324999 | 0:00:00.023001 | 0:00:00.324999 |\n", "| 13 | 0.5 | 0:00:00.324033 | 0:00:00.023967 | 0:00:00.324033 |\n", "| 15 | 0.5 | 0:00:00.308000 | 0:00:00.024000 | 0:00:00.308000 |\n", "| 17 | 0.5 | 0:00:00.302000 | 0:00:00.024000 | 0:00:00.302000 |\n", "| 19 | 0.5 | 0:00:00.313004 | 0:00:00.023996 | 0:00:00.313004 |\n", "| 21 | 0.5 | 0:00:00.308035 | 0:00:00.023965 | 0:00:00.308035 |\n", "| 23 | 0.5 | 0:00:00.302001 | 0:00:00.022999 | 0:00:00.302001 |\n", "| 25 | 0.5 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| Average | 0.4996 | 0:00:00.308156 | 0:00:00.022844 | 0:00:00.165500 |\n", "| Std Dev. | 0.0015 | 0.008591158837963015 | 0.0012798848413098564 | 0.1427881884744601 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9647 | 0.0107 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.9772 | 0.0042 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.9792 | 0.0066 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.9792 | 0.0066 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.9792 | 0.0066 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.9792 | 0.0066 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.9792 | 0.0066 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.9792 | 0.0066 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.9792 | 0.0066 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.9792 | 0.0066 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.9792 | 0.0066 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.9792 | 0.0066 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.9792 | 0.0066 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.978 | 0.0068 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0039 | 0.0013 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8059 | 0.1115 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.9644 | 0.0475 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.9655 | 0.0481 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.9655 | 0.0481 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.9655 | 0.0481 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.9655 | 0.0481 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.9655 | 0.0481 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.9655 | 0.0481 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.9655 | 0.0481 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.9655 | 0.0481 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.9655 | 0.0481 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.9655 | 0.0481 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.9655 | 0.0481 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.9531 | 0.0529 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0425 | 0.0169 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9647 | 0.0107 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.9772 | 0.0042 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.9792 | 0.0066 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.9792 | 0.0066 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.9792 | 0.0066 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.9792 | 0.0066 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.9792 | 0.0066 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.9792 | 0.0066 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.9792 | 0.0066 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.9792 | 0.0066 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.9792 | 0.0066 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.9792 | 0.0066 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.9792 | 0.0066 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.978 | 0.0068 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0039 | 0.0013 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7424 | 0.0775 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.7489 | 0.0773 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.7739 | 0.0924 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.7739 | 0.0924 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.7739 | 0.0924 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.7739 | 0.0924 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.7739 | 0.0924 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.7739 | 0.0924 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.7739 | 0.0924 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.7739 | 0.0924 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.7739 | 0.0924 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.7739 | 0.0924 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.7739 | 0.0924 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.7696 | 0.0901 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0103 | 0.0054 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9647 | 0.0107 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.9772 | 0.0042 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.9792 | 0.0066 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.9792 | 0.0066 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.9792 | 0.0066 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.9792 | 0.0066 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.9792 | 0.0066 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.9792 | 0.0066 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.9792 | 0.0066 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.9792 | 0.0066 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.9792 | 0.0066 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.9792 | 0.0066 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.9792 | 0.0066 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.978 | 0.0068 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0039 | 0.0013 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7603 | 0.0681 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.8091 | 0.0607 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.8287 | 0.0772 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.8287 | 0.0772 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.8287 | 0.0772 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.8287 | 0.0772 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.8287 | 0.0772 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.8287 | 0.0772 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.8287 | 0.0772 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.8287 | 0.0772 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.8287 | 0.0772 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.8287 | 0.0772 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.8287 | 0.0772 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.8219 | 0.0752 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0185 | 0.0048 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9647 | 0.0107 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.9772 | 0.0042 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.9792 | 0.0066 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.9792 | 0.0066 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.9792 | 0.0066 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.9792 | 0.0066 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.9792 | 0.0066 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.9792 | 0.0066 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.9792 | 0.0066 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.9792 | 0.0066 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.9792 | 0.0066 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.9792 | 0.0066 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.9792 | 0.0066 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.978 | 0.0068 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0039 | 0.0013 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7424 | 0.0775 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.7489 | 0.0773 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.7739 | 0.0924 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.7739 | 0.0924 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.7739 | 0.0924 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.7739 | 0.0924 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.7739 | 0.0924 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.7739 | 0.0924 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.7739 | 0.0924 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.7739 | 0.0924 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.7739 | 0.0924 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.7739 | 0.0924 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.7739 | 0.0924 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.7696 | 0.0901 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0103 | 0.0054 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3457 | 0.1309 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.4832 | 0.103 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.5312 | 0.1529 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.5312 | 0.1529 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.5312 | 0.1529 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.5312 | 0.1529 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.5312 | 0.1529 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.5312 | 0.1529 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.5312 | 0.1529 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.5312 | 0.1529 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.5312 | 0.1529 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.5312 | 0.1529 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.5312 | 0.1529 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.5132 | 0.1474 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.05 | 0.0141 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0353 | 0.0107 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.0228 | 0.0042 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.0208 | 0.0066 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.0208 | 0.0066 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.0208 | 0.0066 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.0208 | 0.0066 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.0208 | 0.0066 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.0208 | 0.0066 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.0208 | 0.0066 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.0208 | 0.0066 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.0208 | 0.0066 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.0208 | 0.0066 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.0208 | 0.0066 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.022 | 0.0068 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0039 | 0.0013 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.692 | 0.114 | 0:00:00.328386 | 0:00:00.022408 | 0:00:00.350793 |\n", "| 3 | 0.6965 | 0.115 | 0:00:00.314793 | 0:00:00.021807 | 0:00:00.336599 |\n", "| 5 | 0.7283 | 0.1339 | 0:00:00.311393 | 0:00:00.021601 | 0:00:00.332994 |\n", "| 7 | 0.7283 | 0.1339 | 0:00:00.313000 | 0:00:00.021999 | 0:00:00.334999 |\n", "| 9 | 0.7283 | 0.1339 | 0:00:00.304801 | 0:00:00.022400 | 0:00:00.327201 |\n", "| 11 | 0.7283 | 0.1339 | 0:00:00.317607 | 0:00:00.024793 | 0:00:00.342400 |\n", "| 13 | 0.7283 | 0.1339 | 0:00:00.334414 | 0:00:00.024393 | 0:00:00.358807 |\n", "| 15 | 0.7283 | 0.1339 | 0:00:00.324193 | 0:00:00.025001 | 0:00:00.349194 |\n", "| 17 | 0.7283 | 0.1339 | 0:00:00.319001 | 0:00:00.024400 | 0:00:00.343400 |\n", "| 19 | 0.7283 | 0.1339 | 0:00:00.321608 | 0:00:00.024405 | 0:00:00.346014 |\n", "| 21 | 0.7283 | 0.1339 | 0:00:00.310993 | 0:00:00.024193 | 0:00:00.335186 |\n", "| 23 | 0.7283 | 0.1339 | 0:00:00.305200 | 0:00:00.023800 | 0:00:00.329000 |\n", "| 25 | 0.7283 | 0.1339 | 0:00:00.310407 | 0:00:00.024807 | 0:00:00.335214 |\n", "| Average | 0.7231 | 0.1309 | 0:00:00.316600 | 0:00:00.023539 | 0:00:00.340138 |\n", "| Std Dev. | 0.0123 | 0.007 | 0.0084492271 | 0.001232256 | 0.0088774541 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "b'yeast4'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+----------------------+-----------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+-----------------+\n", "| 1 | 0.9495 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.9663 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.9663 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.9663 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.9697 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.9697 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.9697 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.9697 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.9663 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.9663 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.9663 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.9663 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.9663 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.9661 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.005 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+----------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+-----------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+-----------------+\n", "| 1 | 0.6361 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.7863 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.7863 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.7863 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.8613 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.8613 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.9847 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.9847 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.9831 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.9831 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.9831 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.9831 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.9831 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.8925 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.1108 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+-----------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+-----------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+-----------------+\n", "| 1 | 0.9495 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.9663 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.9663 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.9663 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.9697 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.9697 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.9697 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.9697 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.9663 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.9663 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.9663 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.9663 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.9663 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.9661 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.005 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+-----------------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| 1 | 0.6241 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.6329 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.6329 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.6329 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.6346 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.6346 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.5909 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.5909 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.5455 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.5455 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.5455 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.5455 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.5455 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.5924 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.0397 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+----------------------+-----------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+-----------------+\n", "| 1 | 0.9495 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.9663 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.9663 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.9663 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.9697 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.9697 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.9697 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.9697 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.9663 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.9663 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.9663 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.9663 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.9663 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.9661 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.005 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+--------------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+----------------------+-----------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+-----------------+\n", "| 1 | 0.6298 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.6788 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.6788 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.6788 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.6922 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.6922 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.6461 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.6461 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.5747 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.5747 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.5747 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.5747 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.5747 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.6321 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.0485 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+-----------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+----------------------+-----------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+-----------------+\n", "| 1 | 0.9495 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.9663 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.9663 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.9663 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.9697 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.9697 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.9697 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.9697 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.9663 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.9663 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.9663 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.9663 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.9663 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.9661 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.005 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+-----------------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| 1 | 0.6241 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.6329 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.6329 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.6329 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.6346 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.6346 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.5909 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.5909 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.5455 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.5455 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.5455 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.5455 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.5455 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.5924 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.0397 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+----------------------+-----------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+-----------------+\n", "| 1 | 0.1088 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.1906 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.1906 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.1906 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.2315 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.2315 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.2121 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.2121 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.1246 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.1246 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.1246 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.1246 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.1246 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.1685 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.0451 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+-----------------------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| 1 | 0.0505 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.0337 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.0337 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.0337 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.0303 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.0303 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.0303 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.0303 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.0337 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.0337 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.0337 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.0337 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.0337 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.0339 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.005 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+-----------------+\n", "| 1 | 0.5158 | 0:00:02.752996 | 0:00:00.061000 | 0:00:02.752996 |\n", "| 3 | 0.5204 | 0:00:02.968000 | 0:00:00.067000 | 0:00:02.968000 |\n", "| 5 | 0.5204 | 0:00:02.824000 | 0:00:00.063004 | 0:00:02.824000 |\n", "| 7 | 0.5204 | 0:00:02.888998 | 0:00:00.074000 | 0:00:02.888998 |\n", "| 9 | 0.5213 | 0:00:02.803033 | 0:00:00.065965 | 0:00:02.803033 |\n", "| 11 | 0.5213 | 0:00:02.793001 | 0:00:00.069000 | 0:00:02.793001 |\n", "| 13 | 0.4264 | 0:00:02.870000 | 0:00:00.072999 | 0:00:02.870000 |\n", "| 15 | 0.4264 | 0:00:02.868000 | 0:00:00.072001 | 0:00:02.868000 |\n", "| 17 | 0.3015 | 0:00:02.792999 | 0:00:00.077002 | 0:00:02.792999 |\n", "| 19 | 0.3015 | 0:00:02.827037 | 0:00:00.072963 | 0:00:02.827037 |\n", "| 21 | 0.3015 | 0:00:02.946002 | 0:00:00.080998 | 0:00:02.946002 |\n", "| 23 | 0.3015 | 0:00:02.897998 | 0:00:00.076035 | 0:00:02.897998 |\n", "| 25 | 0.3015 | 0:00:02.902968 | 0:00:00.082001 | 0:00:02.902968 |\n", "| Average | 0.4215 | 0:00:02.856541 | 0:00:00.071844 | 0:00:01.464192 |\n", "| Std Dev. | 0.1001 | 0.061553755014996485 | 0.006203226216031004 | 1.3930356419843 |\n", "+----------+--------+----------------------+----------------------+-----------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.9562 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.963 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.963 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.963 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.9596 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.9596 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.9596 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.963 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.963 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.963 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.963 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.963 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.9617 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0021 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7185 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.6291 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.6863 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.7022 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.6514 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.4831 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.4831 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.4831 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.4831 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.4831 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.4831 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.4831 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.4831 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.5579 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0968 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.9562 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.963 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.963 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.963 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.9596 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.9596 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.9596 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.963 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.963 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.963 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.963 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.963 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.9617 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0021 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7395 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.5913 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.5948 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.643 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.5465 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.4965 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.4965 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.4965 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.4983 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.4983 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.4983 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.4983 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.4983 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.5458 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0734 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.9562 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.963 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.963 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.963 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.9596 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.9596 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.9596 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.963 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.963 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.963 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.963 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.963 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.9617 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0021 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7285 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.6064 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.6238 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.6669 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.5675 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.4897 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.4897 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.4897 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.4906 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.4906 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.4906 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.4906 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.4906 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.5473 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0799 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.963 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.9562 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.963 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.963 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.963 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.9596 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.9596 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.9596 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.963 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.963 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.963 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.963 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.963 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.9617 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0021 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7395 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.5913 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.5948 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.643 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.5465 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.4965 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.4965 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.4965 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.4983 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.4983 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.4983 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.4983 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.4983 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.5458 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0734 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.2441 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.0841 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.1069 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.1521 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.0636 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.0337 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.0337 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.0337 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.0337 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.0337 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.0337 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.0337 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.0337 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.0708 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0615 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.037 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.0438 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.037 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.037 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.037 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.0404 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.0404 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.0404 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.037 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.037 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.037 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.037 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.037 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.0383 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.0021 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6997 | 0:00:02.731960 | 0:00:00.060999 | 0:00:02.731960 |\n", "| 3 | 0.4433 | 0:00:02.742996 | 0:00:00.064035 | 0:00:02.742996 |\n", "| 5 | 0.4449 | 0:00:02.744965 | 0:00:00.070002 | 0:00:02.744965 |\n", "| 7 | 0.5439 | 0:00:02.862033 | 0:00:00.065000 | 0:00:02.862033 |\n", "| 9 | 0.3151 | 0:00:02.748969 | 0:00:00.065037 | 0:00:02.748969 |\n", "| 11 | 0.0 | 0:00:02.768959 | 0:00:00.068000 | 0:00:02.768959 |\n", "| 13 | 0.0 | 0:00:02.876003 | 0:00:00.085000 | 0:00:02.876003 |\n", "| 15 | 0.0 | 0:00:02.977997 | 0:00:00.076035 | 0:00:02.977997 |\n", "| 17 | 0.0 | 0:00:02.804000 | 0:00:00.071966 | 0:00:02.804000 |\n", "| 19 | 0.0 | 0:00:02.961999 | 0:00:00.078002 | 0:00:02.961999 |\n", "| 21 | 0.0 | 0:00:02.793000 | 0:00:00.074999 | 0:00:02.793000 |\n", "| 23 | 0.0 | 0:00:02.779002 | 0:00:00.075001 | 0:00:02.779002 |\n", "| 25 | 0.0 | 0:00:02.959997 | 0:00:00.079000 | 0:00:02.959997 |\n", "| Average | 0.1882 | 0:00:02.827068 | 0:00:00.071775 | 0:00:01.449421 |\n", "| Std Dev. | 0.2509 | 0.08709288617304517 | 0.006734341906482975 | 1.3790302978455986 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9697 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.9798 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.9798 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.9798 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.9798 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.9798 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.9798 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.9798 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.9764 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.9731 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.9731 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.9697 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.9697 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.9762 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0043 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7691 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.9898 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.9898 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.9898 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.9898 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.9898 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.9898 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.9898 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.9881 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.9864 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.9864 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.9848 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.9848 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.9714 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0584 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9697 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.9798 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.9798 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.9798 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.9798 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.9798 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.9798 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.9798 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.9764 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.9731 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.9731 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.9697 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.9697 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.9762 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0043 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.743 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.7 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.7 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.7 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.7 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.7 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.7 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.7 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.65 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.6 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.6 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.55 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.55 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.661 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0618 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9697 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.9798 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.9798 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.9798 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.9798 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.9798 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.9798 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.9798 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.9764 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.9731 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.9731 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.9697 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.9697 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.9762 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0043 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7553 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.7805 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.7805 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.7805 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.7805 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.7805 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.7805 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.7805 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.7247 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.6598 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.6598 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.5832 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.5832 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.7254 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.074 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9697 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.9798 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.9798 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.9798 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.9798 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.9798 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.9798 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.9798 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.9764 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.9731 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.9731 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.9697 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.9697 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.9762 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0043 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.743 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.7 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.7 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.7 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.7 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.7 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.7 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.7 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.65 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.6 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.6 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.55 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.55 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.661 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0618 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.2946 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.4202 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.4202 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.4202 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.4202 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.4202 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.4202 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.4202 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.3236 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.2269 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.2269 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.1303 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.1303 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.3288 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.1107 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0303 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.0202 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.0202 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.0202 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.0202 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.0202 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.0202 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.0202 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.0236 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.0269 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.0269 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.0303 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.0303 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.0238 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.0043 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7022 | 0:00:02.762999 | 0:00:00.064002 | 0:00:02.762999 |\n", "| 3 | 0.6325 | 0:00:02.816999 | 0:00:00.065000 | 0:00:02.816999 |\n", "| 5 | 0.6325 | 0:00:02.786998 | 0:00:00.081003 | 0:00:02.786998 |\n", "| 7 | 0.6325 | 0:00:02.997998 | 0:00:00.089001 | 0:00:02.997998 |\n", "| 9 | 0.6325 | 0:00:02.869033 | 0:00:00.065966 | 0:00:02.869033 |\n", "| 11 | 0.6325 | 0:00:03.007999 | 0:00:00.070001 | 0:00:03.007999 |\n", "| 13 | 0.6325 | 0:00:02.796001 | 0:00:00.068033 | 0:00:02.796001 |\n", "| 15 | 0.6325 | 0:00:02.808000 | 0:00:00.071999 | 0:00:02.808000 |\n", "| 17 | 0.5477 | 0:00:02.963965 | 0:00:00.074000 | 0:00:02.963965 |\n", "| 19 | 0.4472 | 0:00:02.822000 | 0:00:00.073000 | 0:00:02.822000 |\n", "| 21 | 0.4472 | 0:00:02.800000 | 0:00:00.078001 | 0:00:02.800000 |\n", "| 23 | 0.3162 | 0:00:02.825012 | 0:00:00.076000 | 0:00:02.825012 |\n", "| 25 | 0.3162 | 0:00:02.970001 | 0:00:00.074000 | 0:00:02.970001 |\n", "| Average | 0.5542 | 0:00:02.863616 | 0:00:00.073078 | 0:00:01.468347 |\n", "| Std Dev. | 0.1243 | 0.08477273502985487 | 0.006708832062063419 | 1.3965642312636195 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9562 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.9731 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.9731 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.9731 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.9731 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.9731 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.9731 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.9697 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.9697 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.9697 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.9697 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.9697 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.9697 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.9702 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0043 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6291 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.9864 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.9864 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.9864 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.9864 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.9864 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.9864 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.9848 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.9848 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.9848 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.9848 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.9848 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.9848 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.9582 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.095 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9562 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.9731 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.9731 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.9731 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.9731 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.9731 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.9731 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.9697 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.9697 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.9697 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.9697 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.9697 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.9697 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.9702 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0043 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5913 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.6 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.6 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.6 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.6 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.6 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.6 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.55 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.55 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.55 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.55 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.55 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.55 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.5763 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0244 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9562 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.9731 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.9731 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.9731 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.9731 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.9731 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.9731 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.9697 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.9697 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.9697 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.9697 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.9697 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.9697 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.9702 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0043 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6064 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.6598 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.6598 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.6598 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.6598 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.6598 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.6598 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.5832 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.5832 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.5832 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.5832 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.5832 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.5832 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.6203 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.037 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.9562 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.9731 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.9731 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.9731 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.9731 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.9731 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.9731 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.9697 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.9697 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.9697 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.9697 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.9697 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.9697 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.9702 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0043 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5913 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.6 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.6 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.6 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.6 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.6 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.6 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.55 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.55 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.55 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.55 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.55 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.55 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.5763 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0244 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0841 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.2269 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.2269 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.2269 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.2269 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.2269 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.2269 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.1303 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.1303 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.1303 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.1303 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.1303 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.1303 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.1713 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0528 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.0438 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.0269 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.0269 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.0269 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.0269 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.0269 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.0269 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.0303 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.0303 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.0303 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.0303 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.0303 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.0303 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.0298 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.0043 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4433 | 0:00:02.803998 | 0:00:00.064004 | 0:00:02.803998 |\n", "| 3 | 0.4472 | 0:00:02.951996 | 0:00:00.064000 | 0:00:02.951996 |\n", "| 5 | 0.4472 | 0:00:02.748003 | 0:00:00.069001 | 0:00:02.748003 |\n", "| 7 | 0.4472 | 0:00:03.204998 | 0:00:00.077998 | 0:00:03.204998 |\n", "| 9 | 0.4472 | 0:00:03.580002 | 0:00:00.077997 | 0:00:03.580002 |\n", "| 11 | 0.4472 | 0:00:03.589006 | 0:00:00.089995 | 0:00:03.589006 |\n", "| 13 | 0.4472 | 0:00:03.416000 | 0:00:00.082000 | 0:00:03.416000 |\n", "| 15 | 0.3162 | 0:00:03.643000 | 0:00:00.088000 | 0:00:03.643000 |\n", "| 17 | 0.3162 | 0:00:03.365000 | 0:00:00.087000 | 0:00:03.365000 |\n", "| 19 | 0.3162 | 0:00:03.816000 | 0:00:00.093001 | 0:00:03.816000 |\n", "| 21 | 0.3162 | 0:00:03.125999 | 0:00:00.087003 | 0:00:03.125999 |\n", "| 23 | 0.3162 | 0:00:02.845999 | 0:00:00.075998 | 0:00:02.845999 |\n", "| 25 | 0.3162 | 0:00:02.973000 | 0:00:00.076000 | 0:00:02.973000 |\n", "| Average | 0.3865 | 0:00:03.235616 | 0:00:00.079385 | 0:00:01.657500 |\n", "| Std Dev. | 0.065 | 0.3434883326973861 | 0.009210833391462109 | 1.5967100764433402 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.9628 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.9628 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.9628 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.9595 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.9628 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.973 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.9764 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.9764 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.973 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.973 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.9764 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.973 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.9675 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0086 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6127 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.6863 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.6863 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.7022 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.6529 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.7022 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.863 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.9881 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.9881 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.9864 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.9864 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.9881 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.9864 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.833 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.1524 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.9628 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.9628 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.9628 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.9595 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.9628 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.973 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.9764 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.9764 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.973 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.973 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.9764 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.973 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.9675 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0086 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6343 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.5948 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.5948 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.643 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.593 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.643 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.6483 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.65 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.65 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.6 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.6 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.65 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.6 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.6232 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0245 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.9628 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.9628 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.9628 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.9595 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.9628 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.973 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.9764 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.9764 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.973 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.973 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.9764 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.973 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.9675 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0086 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6223 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.6238 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.6238 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.6669 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.6146 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.6669 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.7074 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.7247 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.7247 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.6598 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.6598 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.7247 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.6598 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.6676 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0395 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.9628 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.9628 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.9628 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.9595 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.9628 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.973 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.9764 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.9764 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.973 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.973 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.9764 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.973 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.9675 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0086 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6343 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.5948 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.5948 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.643 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.593 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.643 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.6483 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.65 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.65 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.6 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.6 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.65 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.6 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.6232 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0245 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0986 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.107 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.107 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.1522 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.0937 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.1522 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.2486 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.3236 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.3236 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.227 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.227 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.3236 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.227 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.2009 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.085 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0541 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.0372 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.0372 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.0372 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.0405 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.0372 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.027 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.0236 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.0236 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.027 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.027 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.0236 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.027 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.0325 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0086 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.539 | 0:00:02.640999 | 0:00:00.061000 | 0:00:02.640999 |\n", "| 3 | 0.4449 | 0:00:02.694002 | 0:00:00.064000 | 0:00:02.694002 |\n", "| 5 | 0.4449 | 0:00:02.689996 | 0:00:00.063000 | 0:00:02.689996 |\n", "| 7 | 0.5439 | 0:00:02.906003 | 0:00:00.071000 | 0:00:02.906003 |\n", "| 9 | 0.4441 | 0:00:02.765032 | 0:00:00.066966 | 0:00:02.765032 |\n", "| 11 | 0.5439 | 0:00:02.841001 | 0:00:00.067999 | 0:00:02.841001 |\n", "| 13 | 0.5468 | 0:00:02.669999 | 0:00:00.070000 | 0:00:02.669999 |\n", "| 15 | 0.5477 | 0:00:02.663037 | 0:00:00.072964 | 0:00:02.663037 |\n", "| 17 | 0.5477 | 0:00:02.754037 | 0:00:00.076963 | 0:00:02.754037 |\n", "| 19 | 0.4472 | 0:00:02.660034 | 0:00:00.068966 | 0:00:02.660034 |\n", "| 21 | 0.4472 | 0:00:02.629999 | 0:00:00.071000 | 0:00:02.629999 |\n", "| 23 | 0.5477 | 0:00:02.566001 | 0:00:00.073999 | 0:00:02.566001 |\n", "| 25 | 0.4472 | 0:00:02.721001 | 0:00:00.078003 | 0:00:02.721001 |\n", "| Average | 0.4994 | 0:00:02.707780 | 0:00:00.069682 | 0:00:01.388731 |\n", "| Std Dev. | 0.0496 | 0.08746804325757422 | 0.004947911647136482 | 1.3205031199231105 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9569 | 0.0087 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.9677 | 0.0082 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.969 | 0.0066 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.969 | 0.0066 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.969 | 0.0072 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.969 | 0.0072 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.971 | 0.0066 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.971 | 0.0069 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.9704 | 0.0054 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.969 | 0.0039 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.969 | 0.0039 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.969 | 0.0044 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.9683 | 0.0034 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.9683 | 0.0061 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0034 | 0.0016 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6731 | 0.0604 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.8156 | 0.1496 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.827 | 0.1365 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.8334 | 0.13 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.8284 | 0.1512 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.8046 | 0.1921 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.8614 | 0.1952 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.8861 | 0.2015 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.8854 | 0.2012 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.8848 | 0.2008 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.8848 | 0.2008 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.8848 | 0.2008 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.8844 | 0.2007 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.8426 | 0.1708 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0573 | 0.0415 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9569 | 0.0087 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.9677 | 0.0082 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.969 | 0.0066 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.969 | 0.0066 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.969 | 0.0072 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.969 | 0.0072 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.971 | 0.0066 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.971 | 0.0069 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.9704 | 0.0054 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.969 | 0.0039 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.969 | 0.0039 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.969 | 0.0044 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.9683 | 0.0034 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.9683 | 0.0061 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0034 | 0.0016 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6665 | 0.0627 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.6238 | 0.0409 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.6245 | 0.0403 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.6438 | 0.0322 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.6148 | 0.051 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.6148 | 0.0673 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.6071 | 0.0676 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.5975 | 0.0718 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.5787 | 0.0609 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.5587 | 0.0383 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.5587 | 0.0383 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.5587 | 0.0496 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.5487 | 0.0322 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.5997 | 0.0502 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0353 | 0.0137 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9569 | 0.0087 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.9677 | 0.0082 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.969 | 0.0066 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.969 | 0.0066 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.969 | 0.0072 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.969 | 0.0072 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.971 | 0.0066 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.971 | 0.0069 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.9704 | 0.0054 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.969 | 0.0039 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.969 | 0.0039 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.969 | 0.0044 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.9683 | 0.0034 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.9683 | 0.0061 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0034 | 0.0016 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6685 | 0.061 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.6699 | 0.061 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.6734 | 0.0576 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.6906 | 0.0454 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.6629 | 0.0723 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.6578 | 0.0944 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.6567 | 0.0958 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.6448 | 0.1026 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.6196 | 0.0918 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.5936 | 0.063 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.5936 | 0.063 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.5913 | 0.0753 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.5783 | 0.0537 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.6385 | 0.0721 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0366 | 0.0177 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9569 | 0.0087 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.9677 | 0.0082 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.969 | 0.0066 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.969 | 0.0066 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.969 | 0.0072 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.969 | 0.0072 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.971 | 0.0066 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.971 | 0.0069 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.9704 | 0.0054 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.969 | 0.0039 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.969 | 0.0039 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.969 | 0.0044 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.9683 | 0.0034 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.9683 | 0.0061 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0034 | 0.0016 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6665 | 0.0627 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.6238 | 0.0409 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.6245 | 0.0403 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.6438 | 0.0322 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.6148 | 0.051 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.6148 | 0.0673 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.6071 | 0.0676 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.5975 | 0.0718 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.5787 | 0.0609 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.5587 | 0.0383 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.5587 | 0.0383 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.5587 | 0.0496 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.5487 | 0.0322 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.5997 | 0.0502 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0353 | 0.0137 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.166 | 0.0862 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.2058 | 0.1193 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.2103 | 0.115 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.2284 | 0.0998 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.2072 | 0.1264 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.2129 | 0.126 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.2283 | 0.1228 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.224 | 0.1368 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.1872 | 0.1166 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.1485 | 0.0727 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.1485 | 0.0727 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.1485 | 0.095 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.1292 | 0.0612 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.1881 | 0.1039 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0339 | 0.0234 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0431 | 0.0087 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.0323 | 0.0082 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.031 | 0.0066 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.031 | 0.0066 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.031 | 0.0072 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.031 | 0.0072 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.029 | 0.0066 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.029 | 0.0069 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.0296 | 0.0054 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.031 | 0.0039 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.031 | 0.0039 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.031 | 0.0044 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.0317 | 0.0034 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.0317 | 0.0061 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0034 | 0.0016 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.58 | 0.1037 | 0:00:02.738590 | 0:00:00.062201 | 0:00:02.800792 |\n", "| 3 | 0.4976 | 0.0734 | 0:00:02.834799 | 0:00:00.064807 | 0:00:02.899606 |\n", "| 5 | 0.498 | 0.0732 | 0:00:02.758792 | 0:00:00.069202 | 0:00:02.827994 |\n", "| 7 | 0.5376 | 0.0592 | 0:00:02.972006 | 0:00:00.075400 | 0:00:03.047406 |\n", "| 9 | 0.472 | 0.1041 | 0:00:02.953214 | 0:00:00.068386 | 0:00:03.021600 |\n", "| 11 | 0.429 | 0.2225 | 0:00:02.999993 | 0:00:00.072999 | 0:00:03.072992 |\n", "| 13 | 0.4106 | 0.2181 | 0:00:02.925600 | 0:00:00.075606 | 0:00:03.001207 |\n", "| 15 | 0.3846 | 0.2202 | 0:00:02.992007 | 0:00:00.076200 | 0:00:03.068207 |\n", "| 17 | 0.3426 | 0.2019 | 0:00:02.936000 | 0:00:00.077386 | 0:00:03.013386 |\n", "| 19 | 0.3024 | 0.1635 | 0:00:03.017414 | 0:00:00.077186 | 0:00:03.094601 |\n", "| 21 | 0.3024 | 0.1635 | 0:00:02.859000 | 0:00:00.078400 | 0:00:02.937400 |\n", "| 23 | 0.2963 | 0.1743 | 0:00:02.782802 | 0:00:00.075407 | 0:00:02.858209 |\n", "| 25 | 0.2762 | 0.1479 | 0:00:02.905394 | 0:00:00.077801 | 0:00:02.983195 |\n", "| Average | 0.41 | 0.1481 | 0:00:02.898124 | 0:00:00.073152 | 0:00:02.971276 |\n", "| Std Dev. | 0.0976 | 0.0573 | 0.0910880472 | 0.0050892422 | 0.0939529586 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'yeast5'\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.9899 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.9899 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.9899 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.9899 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.9899 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.9899 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.9899 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.9865 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.9865 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.9865 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.9865 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.9865 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.9878 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8281 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.934 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.934 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.934 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.934 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.934 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.934 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.934 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.9234 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.9234 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.9234 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.9234 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.9234 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.9218 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0275 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.9899 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.9899 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.9899 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.9899 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.9899 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.9899 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.9899 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.9865 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.9865 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.9865 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.9865 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.9865 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.9878 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8281 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.8872 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.8872 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.8872 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.8872 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.8872 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.8872 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.8872 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.8316 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.8316 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.8316 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.8316 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.8316 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.8612 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.9899 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.9899 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.9899 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.9899 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.9899 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.9899 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.9899 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.9865 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.9865 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.9865 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.9865 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.9865 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.9878 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8281 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.9092 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.9092 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.9092 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.9092 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.9092 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.9092 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.9092 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.8715 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.8715 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.8715 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.8715 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.8715 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.8885 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0249 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.9899 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.9899 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.9899 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.9899 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.9899 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.9899 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.9899 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.9865 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.9865 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.9865 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.9865 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.9865 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.9878 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8281 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.8872 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.8872 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.8872 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.8872 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.8872 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.8872 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.8872 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.8316 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.8316 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.8316 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.8316 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.8316 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.8612 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4545 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.6873 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.6873 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.6873 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.6873 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.6873 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.6873 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.6873 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.5815 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.5815 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.5815 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.5815 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.5815 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.6287 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.071 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0202 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.0101 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.0101 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.0101 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.0101 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.0101 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.0101 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.0101 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.0135 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.0135 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.0135 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.0135 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.0135 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.0122 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0028 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8122 | 0:00:02.594997 | 0:00:00.059001 | 0:00:02.594997 |\n", "| 3 | 0.8804 | 0:00:02.542005 | 0:00:00.085996 | 0:00:02.542005 |\n", "| 5 | 0.8804 | 0:00:02.685034 | 0:00:00.059967 | 0:00:02.685034 |\n", "| 7 | 0.8804 | 0:00:02.513035 | 0:00:00.059964 | 0:00:02.513035 |\n", "| 9 | 0.8804 | 0:00:02.568000 | 0:00:00.063000 | 0:00:02.568000 |\n", "| 11 | 0.8804 | 0:00:02.683999 | 0:00:00.068000 | 0:00:02.683999 |\n", "| 13 | 0.8804 | 0:00:02.544000 | 0:00:00.064000 | 0:00:02.544000 |\n", "| 15 | 0.8804 | 0:00:02.571001 | 0:00:00.067001 | 0:00:02.571001 |\n", "| 17 | 0.8151 | 0:00:02.564002 | 0:00:00.066998 | 0:00:02.564002 |\n", "| 19 | 0.8151 | 0:00:02.702035 | 0:00:00.077966 | 0:00:02.702035 |\n", "| 21 | 0.8151 | 0:00:02.668001 | 0:00:00.079000 | 0:00:02.668001 |\n", "| 23 | 0.8151 | 0:00:02.559001 | 0:00:00.080001 | 0:00:02.559001 |\n", "| 25 | 0.8151 | 0:00:02.672032 | 0:00:00.070997 | 0:00:02.672032 |\n", "| Average | 0.85 | 0:00:02.605165 | 0:00:00.069376 | 0:00:01.337270 |\n", "| Std Dev. | 0.0328 | 0.06390668977957473 | 0.008438302508934055 | 1.2687133009994984 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.9832 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.9832 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.9798 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.9798 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.9798 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.9798 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.9798 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.9798 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.9798 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.9798 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.9798 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.9798 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.9806 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0014 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.8465 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.8465 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.8465 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.8281 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.8281 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.8281 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.8281 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.8502 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.8502 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.8502 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.8502 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.8502 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.8914 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.8457 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0163 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.9832 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.9832 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.9798 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.9798 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.9798 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.9798 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.9798 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.9798 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.9798 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.9798 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.9798 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.9798 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.9806 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0014 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.8837 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.8837 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.8837 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.8281 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.8281 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.8281 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.8281 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.7743 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.7743 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.7743 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.7743 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.7743 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.7205 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.812 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0496 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.9832 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.9832 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.9798 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.9798 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.9798 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.9798 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.9798 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.9798 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.9798 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.9798 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.9798 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.9798 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.9806 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0014 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.8641 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.8641 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.8641 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.8281 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.8281 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.8281 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.8281 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.8073 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.8073 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.8073 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.8073 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.8073 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.7805 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.8248 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0251 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.9832 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.9832 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.9798 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.9798 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.9798 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.9798 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.9798 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.9798 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.9798 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.9798 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.9798 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.9798 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.9806 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0014 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.8837 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.8837 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.8837 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.8281 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.8281 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.8281 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.8281 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.7743 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.7743 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.7743 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.7743 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.7743 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.7205 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.812 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0496 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.5512 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.5512 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.5512 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.4545 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.4545 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.4545 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.4545 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.4103 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.4103 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.4103 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.4103 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.4103 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.3724 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.4535 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0585 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0168 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.0168 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.0168 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.0202 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.0202 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.0202 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.0202 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.0202 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.0202 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.0202 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.0202 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.0202 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.0202 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.0194 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0014 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.8773 | 0:00:02.451998 | 0:00:00.057999 | 0:00:02.451998 |\n", "| 3 | 0.8773 | 0:00:02.502999 | 0:00:00.059000 | 0:00:02.502999 |\n", "| 5 | 0.8773 | 0:00:02.644007 | 0:00:00.065995 | 0:00:02.644007 |\n", "| 7 | 0.8122 | 0:00:02.521999 | 0:00:00.062033 | 0:00:02.521999 |\n", "| 9 | 0.8122 | 0:00:02.524967 | 0:00:00.062002 | 0:00:02.524967 |\n", "| 11 | 0.8122 | 0:00:02.532998 | 0:00:00.061035 | 0:00:02.532998 |\n", "| 13 | 0.8122 | 0:00:02.657968 | 0:00:00.071000 | 0:00:02.657968 |\n", "| 15 | 0.7428 | 0:00:02.628000 | 0:00:00.067032 | 0:00:02.628000 |\n", "| 17 | 0.7428 | 0:00:02.535969 | 0:00:00.065000 | 0:00:02.535969 |\n", "| 19 | 0.7428 | 0:00:02.667998 | 0:00:00.066000 | 0:00:02.667998 |\n", "| 21 | 0.7428 | 0:00:02.583001 | 0:00:00.068999 | 0:00:02.583001 |\n", "| 23 | 0.7428 | 0:00:02.650000 | 0:00:00.070002 | 0:00:02.650000 |\n", "| 25 | 0.6655 | 0:00:02.676999 | 0:00:00.087003 | 0:00:02.676999 |\n", "| Average | 0.7892 | 0:00:02.582992 | 0:00:00.066392 | 0:00:01.324692 |\n", "| Std Dev. | 0.0629 | 0.07193971358802234 | 0.007128361461430907 | 1.259337878916712 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.9933 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.9899 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.9865 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.9832 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.9832 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.9832 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.9832 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.9865 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.9865 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.9865 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.9832 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.9832 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.9855 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0031 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| 1 | 0.8465 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.9966 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.934 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.9234 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.9098 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.9098 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.9098 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.9098 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.9234 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.9234 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.9234 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.9098 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.9098 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.9177 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0305 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.9933 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.9899 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.9865 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.9832 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.9832 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.9832 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.9832 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.9865 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.9865 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.9865 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.9832 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.9832 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.9855 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0031 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 1 | 0.8837 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.8889 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.8872 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.8316 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.776 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.776 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.776 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.776 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.8316 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.8316 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.8316 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.776 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.776 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.8186 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0442 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.9933 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.9899 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.9865 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.9832 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.9832 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.9832 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.9832 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.9865 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.9865 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.9865 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.9832 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.9832 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.9855 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0031 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| 1 | 0.8641 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.9358 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.9092 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.8715 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.829 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.829 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.829 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.829 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.8715 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.8715 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.8715 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.829 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.829 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.8592 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0333 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| 1 | 0.9832 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.9933 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.9899 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.9865 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.9832 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.9832 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.9832 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.9832 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.9865 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.9865 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.9865 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.9832 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.9832 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.9855 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0031 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 1 | 0.8837 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.8889 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.8872 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.8316 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.776 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.776 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.776 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.776 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.8316 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.8316 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.8316 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.776 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.776 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.8186 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0442 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "| 1 | 0.5512 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.7845 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.6873 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.5815 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.4764 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.4764 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.4764 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.4764 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.5815 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.5815 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.5815 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.4764 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.4764 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.5544 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.092 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 1 | 0.0168 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.0067 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.0101 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.0135 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.0168 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.0168 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.0168 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.0168 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.0135 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.0135 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.0135 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.0168 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.0168 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.0145 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0031 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 1 | 0.8773 | 0:00:02.474030 | 0:00:00.056001 | 0:00:02.474030 |\n", "| 3 | 0.8819 | 0:00:02.557965 | 0:00:00.058034 | 0:00:02.557965 |\n", "| 5 | 0.8804 | 0:00:02.554965 | 0:00:00.059002 | 0:00:02.554965 |\n", "| 7 | 0.8151 | 0:00:02.665999 | 0:00:00.066003 | 0:00:02.665999 |\n", "| 9 | 0.7441 | 0:00:02.666997 | 0:00:00.066999 | 0:00:02.666997 |\n", "| 11 | 0.7441 | 0:00:02.565001 | 0:00:00.067035 | 0:00:02.565001 |\n", "| 13 | 0.7441 | 0:00:02.740964 | 0:00:00.066999 | 0:00:02.740964 |\n", "| 15 | 0.7441 | 0:00:02.631001 | 0:00:00.067999 | 0:00:02.631001 |\n", "| 17 | 0.8151 | 0:00:02.583000 | 0:00:00.067000 | 0:00:02.583000 |\n", "| 19 | 0.8151 | 0:00:02.718002 | 0:00:00.071998 | 0:00:02.718002 |\n", "| 21 | 0.8151 | 0:00:02.635001 | 0:00:00.070000 | 0:00:02.635001 |\n", "| 23 | 0.7441 | 0:00:02.573037 | 0:00:00.076963 | 0:00:02.573037 |\n", "| 25 | 0.7441 | 0:00:02.627033 | 0:00:00.079969 | 0:00:02.627033 |\n", "| Average | 0.7973 | 0:00:02.614846 | 0:00:00.067231 | 0:00:01.341038 |\n", "| Std Dev. | 0.0546 | 0.07049060597537343 | 0.00661045695732214 | 1.274790887711507 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9731 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.9798 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.9798 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.9798 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.9832 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.9832 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.9832 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.9832 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.9832 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.9832 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.9832 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.9832 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.9865 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.9819 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0031 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7675 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.8147 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.8147 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.8147 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.8465 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.8465 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.8698 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.8698 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.8698 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.8698 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.8698 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.8698 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.9234 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.8498 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0375 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9731 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.9798 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.9798 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.9798 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.9832 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.9832 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.9832 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.9832 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.9832 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.9832 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.9832 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.9832 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.9865 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.9819 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0031 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8247 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.8819 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.8819 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.8819 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.8837 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.8837 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.8299 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.8299 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.8299 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.8299 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.8299 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.8299 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.8316 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.8499 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0259 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9731 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.9798 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.9798 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.9798 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.9832 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.9832 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.9832 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.9832 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.9832 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.9832 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.9832 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.9832 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.9865 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.9819 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0031 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.793 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.8448 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.8448 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.8448 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.8641 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.8641 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.8486 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.8486 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.8486 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.8486 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.8486 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.8486 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.8715 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.8476 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0178 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9731 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.9798 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.9798 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.9798 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.9832 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.9832 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.9832 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.9832 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.9832 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.9832 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.9832 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.9832 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.9865 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.9819 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0031 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8247 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.8819 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.8819 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.8819 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.8837 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.8837 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.8299 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.8299 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.8299 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.8299 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.8299 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.8299 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.8316 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.8499 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0259 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.3737 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.5017 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.5017 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.5017 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.5512 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.5512 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.5101 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.5101 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.5101 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.5101 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.5101 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.5101 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.5815 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.5095 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0458 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0269 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.0202 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.0202 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.0202 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.0168 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.0168 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.0168 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.0168 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.0168 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.0168 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.0168 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.0168 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.0135 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.0181 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0031 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8094 | 0:00:02.587999 | 0:00:00.063999 | 0:00:02.587999 |\n", "| 3 | 0.8758 | 0:00:02.554036 | 0:00:00.058963 | 0:00:02.554036 |\n", "| 5 | 0.8758 | 0:00:02.489000 | 0:00:00.062000 | 0:00:02.489000 |\n", "| 7 | 0.8758 | 0:00:02.630002 | 0:00:00.062032 | 0:00:02.630002 |\n", "| 9 | 0.8773 | 0:00:02.510001 | 0:00:00.059965 | 0:00:02.510001 |\n", "| 11 | 0.8773 | 0:00:02.530002 | 0:00:00.062999 | 0:00:02.530002 |\n", "| 13 | 0.8137 | 0:00:02.626999 | 0:00:00.070002 | 0:00:02.626999 |\n", "| 15 | 0.8137 | 0:00:02.545997 | 0:00:00.066002 | 0:00:02.545997 |\n", "| 17 | 0.8137 | 0:00:02.528001 | 0:00:00.065999 | 0:00:02.528001 |\n", "| 19 | 0.8137 | 0:00:02.501999 | 0:00:00.066002 | 0:00:02.501999 |\n", "| 21 | 0.8137 | 0:00:02.574001 | 0:00:00.087998 | 0:00:02.574001 |\n", "| 23 | 0.8137 | 0:00:02.796000 | 0:00:00.076002 | 0:00:02.796000 |\n", "| 25 | 0.8151 | 0:00:02.565997 | 0:00:00.072000 | 0:00:02.565997 |\n", "| Average | 0.8376 | 0:00:02.572310 | 0:00:00.067228 | 0:00:01.319769 |\n", "| Std Dev. | 0.0307 | 0.07705726731248604 | 0.007580640454774848 | 1.2537372750481777 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.9865 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.9865 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.9899 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.9865 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.9865 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.9865 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.9865 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.9865 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.9865 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.9865 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.9865 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.9831 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.9831 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.9862 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0016 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+----------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.9115 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.9115 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.9948 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.9932 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.9932 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.9932 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.9932 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.9932 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.9932 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.9932 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.9932 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.9915 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.9915 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.9805 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0294 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.9865 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.9865 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.9899 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.9865 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.9865 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.9865 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.9865 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.9865 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.9865 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.9865 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.9865 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.9831 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.9831 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.9862 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0016 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.8108 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.8108 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.8125 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.75 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.75 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.75 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.75 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.75 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.75 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.75 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.75 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.6875 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.6875 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.7545 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0381 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.9865 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.9865 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.9899 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.9865 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.9865 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.9865 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.9865 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.9865 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.9865 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.9865 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.9865 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.9831 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.9831 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.9862 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0016 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+--------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.8537 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.8537 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.882 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.8299 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.8299 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.8299 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.8299 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.8299 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.8299 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.8299 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.8299 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.7684 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.7684 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.8281 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0296 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+-----------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.9865 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.9865 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.9899 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.9865 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.9865 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.9865 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.9865 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.9865 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.9865 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.9865 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.9865 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.9831 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.9831 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.9862 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0016 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+-----------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.8108 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.8108 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.8125 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.75 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.75 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.75 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.75 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.75 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.75 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.75 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.75 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.6875 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.6875 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.7545 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0381 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.531 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.531 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.6351 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.5135 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.5135 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.5135 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.5135 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.5135 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.5135 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.5135 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.5135 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.3919 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.3919 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.5068 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0584 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+-----------------------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.0135 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.0135 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.0101 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.0135 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.0135 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.0135 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.0135 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.0135 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.0135 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.0135 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.0135 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.0169 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.0169 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.0138 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0016 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "| 1 | 0.7892 | 0:00:02.561959 | 0:00:00.057001 | 0:00:02.561959 |\n", "| 3 | 0.7892 | 0:00:02.467004 | 0:00:00.057997 | 0:00:02.467004 |\n", "| 5 | 0.7906 | 0:00:02.493000 | 0:00:00.058033 | 0:00:02.493000 |\n", "| 7 | 0.7071 | 0:00:02.555970 | 0:00:00.064001 | 0:00:02.555970 |\n", "| 9 | 0.7071 | 0:00:02.422030 | 0:00:00.059000 | 0:00:02.422030 |\n", "| 11 | 0.7071 | 0:00:02.356999 | 0:00:00.058000 | 0:00:02.356999 |\n", "| 13 | 0.7071 | 0:00:02.371989 | 0:00:00.059005 | 0:00:02.371989 |\n", "| 15 | 0.7071 | 0:00:02.391000 | 0:00:00.063001 | 0:00:02.391000 |\n", "| 17 | 0.7071 | 0:00:02.429971 | 0:00:00.062035 | 0:00:02.429971 |\n", "| 19 | 0.7071 | 0:00:02.406003 | 0:00:00.064000 | 0:00:02.406003 |\n", "| 21 | 0.7071 | 0:00:02.408963 | 0:00:00.067000 | 0:00:02.408963 |\n", "| 23 | 0.6124 | 0:00:02.412035 | 0:00:00.062998 | 0:00:02.412035 |\n", "| 25 | 0.6124 | 0:00:02.350998 | 0:00:00.064004 | 0:00:02.350998 |\n", "| Average | 0.7116 | 0:00:02.432917 | 0:00:00.061237 | 0:00:01.247077 |\n", "| Std Dev. | 0.0542 | 0.06584981599204645 | 0.0030655035906297103 | 1.186756047312103 |\n", "+----------+--------+---------------------+-----------------------+-------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9811 | 0.0046 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.9865 | 0.0048 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.9865 | 0.0043 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.9845 | 0.004 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.9845 | 0.0034 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.9845 | 0.0034 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.9845 | 0.0034 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.9845 | 0.0034 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.9845 | 0.0027 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.9845 | 0.0027 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.9845 | 0.0027 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.9832 | 0.0021 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.9838 | 0.0025 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.9844 | 0.0034 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0013 | 0.0008 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.84 | 0.046 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.9007 | 0.0644 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.9048 | 0.0653 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.8987 | 0.0676 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.9023 | 0.0599 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.9023 | 0.0599 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.907 | 0.0562 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.9114 | 0.0503 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.912 | 0.0499 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.912 | 0.0499 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.912 | 0.0499 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.9089 | 0.049 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.9279 | 0.0339 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.9031 | 0.054 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0196 | 0.009 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9811 | 0.0046 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.9865 | 0.0048 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.9865 | 0.0043 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.9845 | 0.004 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.9845 | 0.0034 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.9845 | 0.0034 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.9845 | 0.0034 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.9845 | 0.0034 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.9845 | 0.0027 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.9845 | 0.0027 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.9845 | 0.0027 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.9832 | 0.0021 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.9838 | 0.0025 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.9844 | 0.0034 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0013 | 0.0008 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8462 | 0.0312 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.8705 | 0.03 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.8705 | 0.0291 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.8358 | 0.0494 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.825 | 0.0554 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.825 | 0.0554 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.8142 | 0.0476 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.8035 | 0.0493 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.8035 | 0.0346 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.8035 | 0.0346 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.8035 | 0.0346 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.7799 | 0.0524 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.7694 | 0.0581 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.8193 | 0.0432 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0296 | 0.0105 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9811 | 0.0046 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.9865 | 0.0048 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.9865 | 0.0043 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.9845 | 0.004 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.9845 | 0.0034 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.9845 | 0.0034 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.9845 | 0.0034 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.9845 | 0.0034 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.9845 | 0.0027 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.9845 | 0.0027 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.9845 | 0.0027 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.9832 | 0.0021 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.9838 | 0.0025 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.9844 | 0.0034 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0013 | 0.0008 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8406 | 0.0272 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.8815 | 0.035 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.8818 | 0.0252 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.8567 | 0.0305 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.8521 | 0.0316 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.8521 | 0.0316 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.849 | 0.031 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.8448 | 0.0347 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.8458 | 0.0248 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.8458 | 0.0248 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.8458 | 0.0248 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.825 | 0.0354 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.8242 | 0.0436 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.8496 | 0.0308 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0165 | 0.0054 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9811 | 0.0046 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.9865 | 0.0048 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.9865 | 0.0043 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.9845 | 0.004 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.9845 | 0.0034 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.9845 | 0.0034 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.9845 | 0.0034 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.9845 | 0.0034 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.9845 | 0.0027 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.9845 | 0.0027 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.9845 | 0.0027 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.9832 | 0.0021 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.9838 | 0.0025 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.9844 | 0.0034 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0013 | 0.0008 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8462 | 0.0312 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.8705 | 0.03 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.8705 | 0.0291 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.8358 | 0.0494 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.825 | 0.0554 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.825 | 0.0554 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.8142 | 0.0476 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.8035 | 0.0493 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.8035 | 0.0346 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.8035 | 0.0346 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.8035 | 0.0346 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.7799 | 0.0524 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.7694 | 0.0581 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.8193 | 0.0432 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0296 | 0.0105 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4923 | 0.0692 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.6111 | 0.1076 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.6125 | 0.0745 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.5477 | 0.0807 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.5366 | 0.0822 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.5366 | 0.0822 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.5284 | 0.0824 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.5195 | 0.0917 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.5194 | 0.0628 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.5194 | 0.0628 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.5194 | 0.0628 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.474 | 0.0688 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.4808 | 0.0894 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.5306 | 0.0783 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0404 | 0.0128 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0189 | 0.0046 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.0135 | 0.0048 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.0135 | 0.0043 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.0155 | 0.004 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.0155 | 0.0034 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.0155 | 0.0034 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.0155 | 0.0034 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.0155 | 0.0034 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.0155 | 0.0027 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.0155 | 0.0027 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.0155 | 0.0027 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.0168 | 0.0021 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.0162 | 0.0025 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.0156 | 0.0034 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0013 | 0.0008 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8331 | 0.037 | 0:00:02.534197 | 0:00:00.058800 | 0:00:02.592997 |\n", "| 3 | 0.8609 | 0.0359 | 0:00:02.524802 | 0:00:00.063998 | 0:00:02.588800 |\n", "| 5 | 0.8609 | 0.0352 | 0:00:02.573201 | 0:00:00.060999 | 0:00:02.634201 |\n", "| 7 | 0.8181 | 0.0626 | 0:00:02.577401 | 0:00:00.062807 | 0:00:02.640207 |\n", "| 9 | 0.8042 | 0.0697 | 0:00:02.538399 | 0:00:00.062193 | 0:00:02.600592 |\n", "| 11 | 0.8042 | 0.0697 | 0:00:02.533800 | 0:00:00.063414 | 0:00:02.597213 |\n", "| 13 | 0.7915 | 0.0603 | 0:00:02.588384 | 0:00:00.066201 | 0:00:02.654585 |\n", "| 15 | 0.7776 | 0.0619 | 0:00:02.553400 | 0:00:00.066207 | 0:00:02.619607 |\n", "| 17 | 0.7787 | 0.0454 | 0:00:02.528188 | 0:00:00.065406 | 0:00:02.593595 |\n", "| 19 | 0.7787 | 0.0454 | 0:00:02.599207 | 0:00:00.069193 | 0:00:02.668400 |\n", "| 21 | 0.7787 | 0.0454 | 0:00:02.573793 | 0:00:00.074599 | 0:00:02.648393 |\n", "| 23 | 0.7456 | 0.0738 | 0:00:02.598015 | 0:00:00.073193 | 0:00:02.671208 |\n", "| 25 | 0.7304 | 0.0808 | 0:00:02.578612 | 0:00:00.074795 | 0:00:02.653407 |\n", "| Average | 0.7971 | 0.0556 | 0:00:02.561646 | 0:00:00.066293 | 0:00:02.627939 |\n", "| Std Dev. | 0.0377 | 0.015 | 0.0261354219 | 0.0049983796 | 0.0293122622 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'yeast6'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.9865 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.9865 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.9865 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.9865 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.9865 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.9865 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.9865 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.9865 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.9865 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.9865 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.9865 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.9832 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.9858 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0019 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7805 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.8949 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.8949 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.8949 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.8949 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.8949 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.8949 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.8949 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.8949 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.8949 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.8949 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.9932 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.9915 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.9011 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0493 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.9865 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.9865 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.9865 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.9865 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.9865 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.9865 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.9865 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.9865 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.9865 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.9865 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.9865 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.9832 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.9858 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0019 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7805 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.784 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.784 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.784 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.784 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.784 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.784 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.784 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.784 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.784 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.784 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.7143 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.6429 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.7675 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0404 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.9865 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.9865 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.9865 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.9865 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.9865 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.9865 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.9865 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.9865 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.9865 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.9865 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.9865 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.9832 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.9858 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0019 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7805 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.8299 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.8299 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.8299 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.8299 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.8299 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.8299 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.8299 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.8299 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.8299 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.8299 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.7966 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.7179 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.8149 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0318 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.9865 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.9865 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.9865 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.9865 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.9865 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.9865 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.9865 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.9865 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.9865 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.9865 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.9865 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.9832 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.9858 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0019 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.7805 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.784 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.784 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.784 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.784 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.784 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.784 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.784 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.784 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.784 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.784 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.7143 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.6429 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.7675 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0404 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.3366 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.4672 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.4672 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.4672 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.4672 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.4672 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.4672 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.4672 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.4672 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.4672 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.4672 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.442 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.3025 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.4426 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0533 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.0202 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.0135 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.0135 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.0135 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.0135 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.0135 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.0135 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.0135 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.0135 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.0135 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.0135 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.0135 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.0168 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.0142 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0019 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 1 | 0.752 | 0:00:02.304996 | 0:00:00.055033 | 0:00:02.304996 |\n", "| 3 | 0.7546 | 0:00:02.358999 | 0:00:00.054966 | 0:00:02.358999 |\n", "| 5 | 0.7546 | 0:00:02.362000 | 0:00:00.056000 | 0:00:02.362000 |\n", "| 7 | 0.7546 | 0:00:02.344000 | 0:00:00.057001 | 0:00:02.344000 |\n", "| 9 | 0.7546 | 0:00:02.369001 | 0:00:00.060003 | 0:00:02.369001 |\n", "| 11 | 0.7546 | 0:00:02.374996 | 0:00:00.058034 | 0:00:02.374996 |\n", "| 13 | 0.7546 | 0:00:02.460965 | 0:00:00.060037 | 0:00:02.460965 |\n", "| 15 | 0.7546 | 0:00:02.397964 | 0:00:00.058998 | 0:00:02.397964 |\n", "| 17 | 0.7546 | 0:00:02.407006 | 0:00:00.066996 | 0:00:02.407006 |\n", "| 19 | 0.7546 | 0:00:02.455033 | 0:00:00.061968 | 0:00:02.455033 |\n", "| 21 | 0.7546 | 0:00:02.351997 | 0:00:00.064035 | 0:00:02.351997 |\n", "| 23 | 0.6547 | 0:00:02.355965 | 0:00:00.064001 | 0:00:02.355965 |\n", "| 25 | 0.5345 | 0:00:02.440999 | 0:00:00.065035 | 0:00:02.440999 |\n", "| Average | 0.7298 | 0:00:02.383378 | 0:00:00.060162 | 0:00:01.221770 |\n", "| Std Dev. | 0.0623 | 0.044725038647131746 | 0.0038229916874194373 | 1.1620417647621992 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9596 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.9798 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.9731 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.9764 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.9764 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.9764 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.9764 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.9764 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.9764 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.9764 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.9764 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.9764 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.9798 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.9754 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0048 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6024 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.8248 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.6565 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.7398 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.7398 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.7398 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.7398 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.7398 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.7398 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.7398 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.7398 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.7398 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.9899 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.7486 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0853 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9596 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.9798 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.9731 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.9764 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.9764 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.9764 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.9764 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.9764 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.9764 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.9764 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.9764 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.9764 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.9798 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.9754 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0048 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6308 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.6411 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.568 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.5697 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.5697 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.5697 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.5697 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.5697 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.5697 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.5697 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.5697 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.5697 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.5714 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.5799 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.024 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9596 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.9798 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.9731 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.9764 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.9764 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.9764 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.9764 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.9764 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.9764 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.9764 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.9764 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.9764 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.9798 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.9754 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0048 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6146 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.6949 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.5932 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.6051 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.6051 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.6051 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.6051 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.6051 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.6051 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.6051 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.6051 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.6051 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.6199 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.613 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0243 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9596 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.9798 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.9731 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.9764 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.9764 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.9764 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.9764 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.9764 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.9764 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.9764 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.9764 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.9764 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.9798 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.9754 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0048 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6308 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.6411 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.568 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.5697 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.5697 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.5697 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.5697 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.5697 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.5697 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.5697 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.5697 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.5697 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.5714 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.5799 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.024 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0803 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.2073 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.0678 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.0916 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.0916 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.0916 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.0916 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.0916 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.0916 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.0916 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.0916 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.0916 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.1631 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.1033 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0366 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0404 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.0202 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.0269 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.0236 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.0236 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.0236 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.0236 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.0236 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.0236 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.0236 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.0236 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.0236 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.0202 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.0246 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0048 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.528 | 0:00:02.276032 | 0:00:00.052969 | 0:00:02.276032 |\n", "| 3 | 0.5336 | 0:00:02.323030 | 0:00:00.054967 | 0:00:02.323030 |\n", "| 5 | 0.3767 | 0:00:02.340033 | 0:00:00.056002 | 0:00:02.340033 |\n", "| 7 | 0.3773 | 0:00:02.365000 | 0:00:00.055999 | 0:00:02.365000 |\n", "| 9 | 0.3773 | 0:00:02.396007 | 0:00:00.056992 | 0:00:02.396007 |\n", "| 11 | 0.3773 | 0:00:02.380000 | 0:00:00.060996 | 0:00:02.380000 |\n", "| 13 | 0.3773 | 0:00:02.427005 | 0:00:00.061001 | 0:00:02.427005 |\n", "| 15 | 0.3773 | 0:00:02.389967 | 0:00:00.062032 | 0:00:02.389967 |\n", "| 17 | 0.3773 | 0:00:02.364965 | 0:00:00.061000 | 0:00:02.364965 |\n", "| 19 | 0.3773 | 0:00:02.360035 | 0:00:00.064000 | 0:00:02.360035 |\n", "| 21 | 0.3773 | 0:00:02.476966 | 0:00:00.065002 | 0:00:02.476966 |\n", "| 23 | 0.3773 | 0:00:02.371026 | 0:00:00.064972 | 0:00:02.371026 |\n", "| 25 | 0.378 | 0:00:02.395000 | 0:00:00.065000 | 0:00:02.395000 |\n", "| Average | 0.4009 | 0:00:02.374236 | 0:00:00.060072 | 0:00:01.217154 |\n", "| Std Dev. | 0.0554 | 0.04669288053717876 | 0.004053480624504854 | 1.1575566679297304 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9731 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.9798 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.9899 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.9899 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.9899 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.9899 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.9899 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.9899 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.9899 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.9899 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.9899 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.9865 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.9865 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.9873 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.005 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.717 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.7805 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.9132 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.9132 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.9132 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.9132 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.9132 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.9132 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.9132 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.9132 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.9132 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.8949 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.8949 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.8851 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.0598 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9731 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.9798 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.9899 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.9899 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.9899 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.9899 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.9899 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.9899 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.9899 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.9899 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.9899 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.9865 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.9865 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.9873 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.005 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7771 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.7805 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.8554 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.8554 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.8554 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.8554 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.8554 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.8554 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.8554 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.8554 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.8554 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.784 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.784 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.8326 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.0342 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9731 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.9798 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.9899 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.9899 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.9899 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.9899 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.9899 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.9899 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.9899 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.9899 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.9899 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.9865 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.9865 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.9873 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.005 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7431 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.7805 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.882 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.882 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.882 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.882 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.882 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.882 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.882 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.882 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.882 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.8299 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.8299 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.8555 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.0446 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9731 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.9798 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.9899 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.9899 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.9899 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.9899 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.9899 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.9899 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.9899 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.9899 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.9899 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.9865 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.9865 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.9873 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.005 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7771 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.7805 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.8554 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.8554 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.8554 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.8554 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.8554 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.8554 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.8554 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.8554 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.8554 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.784 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.784 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.8326 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.0342 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.2641 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.3366 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.602 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.602 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.602 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.602 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.602 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.602 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.602 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.602 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.602 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.4672 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.4672 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.5348 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.1117 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.0269 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.0202 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.0101 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.0101 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.0101 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.0101 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.0101 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.0101 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.0101 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.0101 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.0101 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.0135 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.0135 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.0127 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.005 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7494 | 0:00:02.291998 | 0:00:00.054002 | 0:00:02.291998 |\n", "| 3 | 0.752 | 0:00:02.362999 | 0:00:00.062003 | 0:00:02.362999 |\n", "| 5 | 0.8437 | 0:00:02.384965 | 0:00:00.057015 | 0:00:02.384965 |\n", "| 7 | 0.8437 | 0:00:02.386018 | 0:00:00.057000 | 0:00:02.386018 |\n", "| 9 | 0.8437 | 0:00:02.448967 | 0:00:00.059999 | 0:00:02.448967 |\n", "| 11 | 0.8437 | 0:00:02.368027 | 0:00:00.058974 | 0:00:02.368027 |\n", "| 13 | 0.8437 | 0:00:02.388999 | 0:00:00.061033 | 0:00:02.388999 |\n", "| 15 | 0.8437 | 0:00:02.370000 | 0:00:00.059969 | 0:00:02.370000 |\n", "| 17 | 0.8437 | 0:00:02.431000 | 0:00:00.061033 | 0:00:02.431000 |\n", "| 19 | 0.8437 | 0:00:02.386998 | 0:00:00.062996 | 0:00:02.386998 |\n", "| 21 | 0.8437 | 0:00:02.396971 | 0:00:00.067000 | 0:00:02.396971 |\n", "| 23 | 0.7546 | 0:00:02.381035 | 0:00:00.063968 | 0:00:02.381035 |\n", "| 25 | 0.7546 | 0:00:02.478999 | 0:00:00.071001 | 0:00:02.478999 |\n", "| Average | 0.8157 | 0:00:02.390537 | 0:00:00.061230 | 0:00:01.225883 |\n", "| Std Dev. | 0.042 | 0.04338706542543908 | 0.004262014685301363 | 1.165061123271271 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.9832 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.9865 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.9798 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.9832 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.9832 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.9832 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.9832 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.9832 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.9798 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.9798 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.9798 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.9798 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.9819 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0021 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.771 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.809 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.8537 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.7932 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.8282 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.8282 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.8282 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.8682 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.8682 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.8248 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.8248 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.8248 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.9899 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.8394 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0506 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.9832 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.9865 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.9798 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.9832 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.9832 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.9832 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.9832 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.9832 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.9798 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.9798 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.9798 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.9798 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.9819 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0021 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.92 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.852 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.8537 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.7108 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.7823 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.7823 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.7823 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.7126 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.7126 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.6411 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.6411 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.6411 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.5714 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.7387 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0974 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.9832 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.9865 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.9798 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.9832 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.9832 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.9832 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.9832 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.9832 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.9798 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.9798 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.9798 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.9798 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.9819 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0021 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.8281 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.829 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.8537 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.7448 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.8034 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.8034 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.8034 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.7684 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.7684 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.6949 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.6949 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.6949 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.6199 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.7621 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0659 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9798 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.9832 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.9865 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.9798 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.9832 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.9832 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.9832 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.9832 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.9832 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.9798 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.9798 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.9798 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.9798 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.9819 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0021 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.92 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.852 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.8537 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.7108 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.7823 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.7823 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.7823 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.7126 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.7126 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.6411 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.6411 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.6411 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.5714 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.7387 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0974 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.4709 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.4532 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.5169 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.2706 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.3911 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.3911 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.3911 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.3349 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.3349 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.2073 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.2073 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.2073 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.1631 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.3338 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.1101 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.0202 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.0168 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.0135 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.0202 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.0168 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.0168 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.0168 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.0168 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.0168 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.0202 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.0202 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.0202 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.0202 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.0181 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.0021 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 1 | 0.9178 | 0:00:02.336004 | 0:00:00.056996 | 0:00:02.336004 |\n", "| 3 | 0.8408 | 0:00:02.345004 | 0:00:00.056033 | 0:00:02.345004 |\n", "| 5 | 0.8422 | 0:00:02.459005 | 0:00:00.055959 | 0:00:02.459005 |\n", "| 7 | 0.6524 | 0:00:02.375034 | 0:00:00.056967 | 0:00:02.375034 |\n", "| 9 | 0.7533 | 0:00:02.358029 | 0:00:00.057970 | 0:00:02.358029 |\n", "| 11 | 0.7533 | 0:00:02.366037 | 0:00:00.060965 | 0:00:02.366037 |\n", "| 13 | 0.7533 | 0:00:02.443999 | 0:00:00.061003 | 0:00:02.443999 |\n", "| 15 | 0.6535 | 0:00:02.376997 | 0:00:00.060034 | 0:00:02.376997 |\n", "| 17 | 0.6535 | 0:00:02.395999 | 0:00:00.059967 | 0:00:02.395999 |\n", "| 19 | 0.5336 | 0:00:02.374034 | 0:00:00.062994 | 0:00:02.374034 |\n", "| 21 | 0.5336 | 0:00:02.454973 | 0:00:00.066001 | 0:00:02.454973 |\n", "| 23 | 0.5336 | 0:00:02.420032 | 0:00:00.064001 | 0:00:02.420032 |\n", "| 25 | 0.378 | 0:00:02.401003 | 0:00:00.064996 | 0:00:02.401003 |\n", "| Average | 0.6768 | 0:00:02.392781 | 0:00:00.060299 | 0:00:01.226540 |\n", "| Std Dev. | 0.1474 | 0.03926441258259235 | 0.0032948821819741604 | 1.1665735747159611 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9696 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.973 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.973 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.9696 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.9696 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.9696 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.9696 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.9696 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.9696 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.973 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.9764 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.9764 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.9764 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.9719 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0028 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6948 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.7074 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.7074 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.6806 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.658 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.658 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.658 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.658 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.6147 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.6564 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.7398 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.7398 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.7398 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.6856 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.038 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9696 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.973 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.973 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.9696 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.9696 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.9696 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.9696 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.9696 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.9696 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.973 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.9764 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.9764 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.9764 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.9719 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0028 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7753 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.7074 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.7074 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.7056 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.6359 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.6359 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.6359 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.6359 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.5662 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.568 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.5697 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.5697 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.5697 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.6371 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0663 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9696 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.973 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.973 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.9696 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.9696 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.9696 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.9696 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.9696 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.9696 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.973 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.9764 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.9764 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.9764 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.9719 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0028 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7275 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.7074 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.7074 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.6922 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.6461 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.6461 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.6461 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.6461 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.5832 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.5931 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.6051 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.6051 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.6051 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.6469 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0465 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9696 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.973 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.973 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.9696 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.9696 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.9696 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.9696 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.9696 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.9696 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.973 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.9764 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.9764 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.9764 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.9719 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0028 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7753 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.7074 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.7074 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.7056 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.6359 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.6359 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.6359 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.6359 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.5662 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.568 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.5697 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.5697 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.5697 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.6371 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0663 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.2387 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.1972 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.1972 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.1742 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.1121 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.1121 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.1121 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.1121 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.056 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.0679 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.0917 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.0917 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.0917 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.1273 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0539 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0304 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.027 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.027 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.0304 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.0304 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.0304 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.0304 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.0304 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.0304 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.027 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.0236 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.0236 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.0236 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.0281 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.0028 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.748 | 0:00:02.379030 | 0:00:00.054000 | 0:00:02.379030 |\n", "| 3 | 0.6501 | 0:00:02.344966 | 0:00:00.053018 | 0:00:02.344966 |\n", "| 5 | 0.6501 | 0:00:02.377015 | 0:00:00.054970 | 0:00:02.377015 |\n", "| 7 | 0.649 | 0:00:02.401000 | 0:00:00.059026 | 0:00:02.401000 |\n", "| 9 | 0.5308 | 0:00:02.386004 | 0:00:00.057000 | 0:00:02.386004 |\n", "| 11 | 0.5308 | 0:00:02.378966 | 0:00:00.059000 | 0:00:02.378966 |\n", "| 13 | 0.5308 | 0:00:02.413033 | 0:00:00.060968 | 0:00:02.413033 |\n", "| 15 | 0.5308 | 0:00:02.388999 | 0:00:00.061028 | 0:00:02.388999 |\n", "| 17 | 0.376 | 0:00:02.489971 | 0:00:00.060036 | 0:00:02.489971 |\n", "| 19 | 0.3767 | 0:00:02.414998 | 0:00:00.061001 | 0:00:02.414998 |\n", "| 21 | 0.3773 | 0:00:02.399968 | 0:00:00.077006 | 0:00:02.399968 |\n", "| 23 | 0.3773 | 0:00:02.416027 | 0:00:00.062998 | 0:00:02.416027 |\n", "| 25 | 0.3773 | 0:00:02.369967 | 0:00:00.066001 | 0:00:02.369967 |\n", "| Average | 0.5158 | 0:00:02.396919 | 0:00:00.060466 | 0:00:01.228692 |\n", "| Std Dev. | 0.1256 | 0.03314548818388854 | 0.005918447491429087 | 1.1684692304402742 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9724 | 0.0075 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.9805 | 0.0045 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.9818 | 0.0073 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.9805 | 0.0072 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.9811 | 0.0073 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.9811 | 0.0073 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.9811 | 0.0073 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.9811 | 0.0073 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.9811 | 0.0073 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.9811 | 0.0063 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.9818 | 0.0055 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.9811 | 0.0046 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.9811 | 0.0035 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.9805 | 0.0064 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0024 | 0.0013 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7131 | 0.064 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.8033 | 0.061 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.8051 | 0.1037 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.8043 | 0.0891 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.8068 | 0.0961 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.8068 | 0.0961 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.8068 | 0.0961 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.8148 | 0.0991 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.8062 | 0.1133 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.8058 | 0.0964 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.8225 | 0.0737 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.8385 | 0.0967 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.9212 | 0.098 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.812 | 0.091 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0419 | 0.0148 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9724 | 0.0075 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.9805 | 0.0045 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.9818 | 0.0073 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.9805 | 0.0072 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.9811 | 0.0073 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.9811 | 0.0073 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.9811 | 0.0073 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.9811 | 0.0073 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.9811 | 0.0073 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.9811 | 0.0063 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.9818 | 0.0055 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.9811 | 0.0046 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.9811 | 0.0035 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.9805 | 0.0064 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0024 | 0.0013 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7767 | 0.0915 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.753 | 0.0723 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.7537 | 0.1076 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.7251 | 0.0951 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.7255 | 0.1057 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.7255 | 0.1057 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.7255 | 0.1057 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.7115 | 0.1018 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.6976 | 0.1151 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.6836 | 0.1164 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.684 | 0.1161 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.6558 | 0.0835 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.6279 | 0.0829 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.7112 | 0.0999 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0396 | 0.0134 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9724 | 0.0075 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.9805 | 0.0045 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.9818 | 0.0073 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.9805 | 0.0072 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.9811 | 0.0073 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.9811 | 0.0073 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.9811 | 0.0073 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.9811 | 0.0073 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.9811 | 0.0073 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.9811 | 0.0063 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.9818 | 0.0055 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.9811 | 0.0046 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.9811 | 0.0035 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.9805 | 0.0064 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0024 | 0.0013 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7388 | 0.0711 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.7683 | 0.0579 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.7732 | 0.108 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.7508 | 0.0982 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.7533 | 0.1081 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.7533 | 0.1081 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.7533 | 0.1081 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.7463 | 0.1057 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.7337 | 0.1197 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.721 | 0.1168 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.7234 | 0.1143 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.7063 | 0.0938 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.6785 | 0.0857 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.7385 | 0.0996 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.025 | 0.0176 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9724 | 0.0075 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.9805 | 0.0045 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.9818 | 0.0073 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.9805 | 0.0072 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.9811 | 0.0073 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.9811 | 0.0073 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.9811 | 0.0073 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.9811 | 0.0073 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.9811 | 0.0073 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.9811 | 0.0063 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.9818 | 0.0055 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.9811 | 0.0046 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.9811 | 0.0035 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.9805 | 0.0064 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0024 | 0.0013 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7767 | 0.0915 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.753 | 0.0723 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.7537 | 0.1076 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.7251 | 0.0951 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.7255 | 0.1057 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.7255 | 0.1057 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.7255 | 0.1057 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.7115 | 0.1018 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.6976 | 0.1151 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.6836 | 0.1164 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.684 | 0.1161 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.6558 | 0.0835 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.6279 | 0.0829 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.7112 | 0.0999 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0396 | 0.0134 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.2781 | 0.1276 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.3323 | 0.1155 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.3702 | 0.203 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.3211 | 0.1882 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.3328 | 0.2004 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.3328 | 0.2004 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.3328 | 0.2004 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.3216 | 0.1984 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.3103 | 0.2111 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.2872 | 0.2118 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.292 | 0.207 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.26 | 0.1646 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.2375 | 0.1337 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.3084 | 0.1817 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0346 | 0.033 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0276 | 0.0075 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.0195 | 0.0045 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.0182 | 0.0073 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.0195 | 0.0072 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.0189 | 0.0073 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.0189 | 0.0073 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.0189 | 0.0073 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.0189 | 0.0073 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.0189 | 0.0073 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.0189 | 0.0063 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.0182 | 0.0055 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.0189 | 0.0046 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.0189 | 0.0035 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.0195 | 0.0064 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0024 | 0.0013 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7391 | 0.124 | 0:00:02.317612 | 0:00:00.054600 | 0:00:02.372212 |\n", "| 3 | 0.7062 | 0.1053 | 0:00:02.346999 | 0:00:00.056197 | 0:00:02.403197 |\n", "| 5 | 0.6935 | 0.1736 | 0:00:02.384604 | 0:00:00.055989 | 0:00:02.440593 |\n", "| 7 | 0.6554 | 0.1566 | 0:00:02.374210 | 0:00:00.057199 | 0:00:02.431409 |\n", "| 9 | 0.652 | 0.1719 | 0:00:02.391602 | 0:00:00.058393 | 0:00:02.449995 |\n", "| 11 | 0.652 | 0.1719 | 0:00:02.373605 | 0:00:00.059594 | 0:00:02.433199 |\n", "| 13 | 0.652 | 0.1719 | 0:00:02.426800 | 0:00:00.060809 | 0:00:02.487609 |\n", "| 15 | 0.632 | 0.1646 | 0:00:02.384786 | 0:00:00.060412 | 0:00:02.445198 |\n", "| 17 | 0.601 | 0.1928 | 0:00:02.417788 | 0:00:00.061806 | 0:00:02.479595 |\n", "| 19 | 0.5772 | 0.1921 | 0:00:02.398220 | 0:00:00.062592 | 0:00:02.460811 |\n", "| 21 | 0.5773 | 0.192 | 0:00:02.416175 | 0:00:00.067809 | 0:00:02.483984 |\n", "| 23 | 0.5395 | 0.1498 | 0:00:02.388817 | 0:00:00.063988 | 0:00:02.452805 |\n", "| 25 | 0.4845 | 0.1481 | 0:00:02.417193 | 0:00:00.066407 | 0:00:02.483600 |\n", "| Average | 0.6278 | 0.1627 | 0:00:02.387570 | 0:00:00.060446 | 0:00:02.448016 |\n", "| Std Dev. | 0.0677 | 0.0251 | 0.0293641749 | 0.0038873136 | 0.0323783677 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'zoo-3'\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.9524 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.9524 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.9524 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.9524 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.9524 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.9524 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.9524 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.9524 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.9524 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.9524 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.9524 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.9524 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4762 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.4762 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.4762 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.4762 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.4762 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.4762 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.4762 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.4762 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.4762 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.4762 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.4762 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.4762 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.4762 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.4762 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.9524 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.9524 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.9524 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.9524 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.9524 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.9524 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.9524 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.9524 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.9524 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.9524 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.9524 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.9524 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.5 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.5 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.5 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.5 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.5 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.5 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.5 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.5 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.5 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.5 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.5 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.5 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.9524 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.9524 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.9524 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.9524 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.9524 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.9524 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.9524 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.9524 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.9524 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.9524 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.9524 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.9524 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4878 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.4878 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.4878 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.4878 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.4878 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.4878 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.4878 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.4878 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.4878 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.4878 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.4878 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.4878 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.4878 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.4878 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.9524 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.9524 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.9524 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.9524 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.9524 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.9524 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.9524 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.9524 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.9524 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.9524 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.9524 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.9524 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.9524 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.5 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.5 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.5 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.5 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.5 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.5 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.5 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.5 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.5 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.5 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.5 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.5 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0476 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.0476 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.0476 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.0476 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.0476 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.0476 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.0476 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.0476 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.0476 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.0476 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.0476 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.0476 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.0476 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.0476 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0476 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.0476 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.0476 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.0476 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.0476 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.0476 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.0476 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.0476 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.0476 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.0476 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.0476 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.0476 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.0476 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.0476 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 3 | 0.0 | 0:00:00.012000 | 0:00:00.005998 | 0:00:00.012000 |\n", "| 5 | 0.0 | 0:00:00.012000 | 0:00:00.003999 | 0:00:00.012000 |\n", "| 7 | 0.0 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 9 | 0.0 | 0:00:00.013001 | 0:00:00.003999 | 0:00:00.013001 |\n", "| 11 | 0.0 | 0:00:00.012003 | 0:00:00.004997 | 0:00:00.012003 |\n", "| 13 | 0.0 | 0:00:00.011002 | 0:00:00.004999 | 0:00:00.011002 |\n", "| 15 | 0.0 | 0:00:00.011000 | 0:00:00.005000 | 0:00:00.011000 |\n", "| 17 | 0.0 | 0:00:00.011000 | 0:00:00.005001 | 0:00:00.011000 |\n", "| 19 | 0.0 | 0:00:00.012034 | 0:00:00.004965 | 0:00:00.012034 |\n", "| 21 | 0.0 | 0:00:00.011034 | 0:00:00.004966 | 0:00:00.011034 |\n", "| 23 | 0.0 | 0:00:00.011034 | 0:00:00.004999 | 0:00:00.011034 |\n", "| 25 | 0.0 | 0:00:00.011007 | 0:00:00.004984 | 0:00:00.011007 |\n", "| Average | 0.0 | 0:00:00.011624 | 0:00:00.004762 | 0:00:00.008193 |\n", "| Std Dev. | 0.0 | 0.000734823548615768 | 0.0005732125500601241 | 0.003493865291249472 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.95 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.95 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.95 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.95 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.95 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.95 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.95 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.95 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.9577 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.018 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.475 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.475 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.475 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.475 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.475 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.475 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.475 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.475 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.475 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.475 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.475 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.5558 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.1894 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.95 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.95 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.95 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.95 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.95 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.95 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.95 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.95 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.9577 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.018 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.5 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.5 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.5 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.5 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.5 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.5 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.5 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.5 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.5 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.5769 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.1804 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.95 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.95 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.95 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.95 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.95 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.95 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.95 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.95 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.9577 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.018 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.4872 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.4872 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.4872 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.4872 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.4872 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.4872 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.4872 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.4872 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.4872 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.4872 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.4872 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.5661 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.185 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.95 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.95 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.95 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.95 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.95 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.95 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.95 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.95 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.9577 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.018 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.5 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.5 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.5 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.5 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.5 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.5 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.5 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.5 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.5 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.5769 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.1804 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.05 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.05 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.05 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.05 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.05 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.05 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.05 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.05 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.05 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.1962 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.3428 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 0.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.05 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.05 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.05 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.05 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.05 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.05 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.05 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.05 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.05 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.0423 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.018 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.003000 | 0:00:00.011000 |\n", "| 3 | 1.0 | 0:00:00.011000 | 0:00:00.004000 | 0:00:00.011000 |\n", "| 5 | 0.0 | 0:00:00.011997 | 0:00:00.003999 | 0:00:00.011997 |\n", "| 7 | 0.0 | 0:00:00.010029 | 0:00:00.004005 | 0:00:00.010029 |\n", "| 9 | 0.0 | 0:00:00.010995 | 0:00:00.004003 | 0:00:00.010995 |\n", "| 11 | 0.0 | 0:00:00.010997 | 0:00:00.005006 | 0:00:00.010997 |\n", "| 13 | 0.0 | 0:00:00.010995 | 0:00:00.004000 | 0:00:00.010995 |\n", "| 15 | 0.0 | 0:00:00.010972 | 0:00:00.004029 | 0:00:00.010972 |\n", "| 17 | 0.0 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 19 | 0.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 21 | 0.0 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 23 | 0.0 | 0:00:00.010975 | 0:00:00.006000 | 0:00:00.010975 |\n", "| 25 | 0.0 | 0:00:00.017000 | 0:00:00.004998 | 0:00:00.017000 |\n", "| Average | 0.1538 | 0:00:00.011535 | 0:00:00.004234 | 0:00:00.007885 |\n", "| Std Dev. | 0.3608 | 0.0016458733957287533 | 0.0006960485202305734 | 0.0038634342256993366 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.95 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.95 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.95 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.95 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.95 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.95 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.95 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.95 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.95 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.95 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.95 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.95 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.475 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.475 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.475 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.475 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.475 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.475 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.475 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.475 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.475 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.475 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.475 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.475 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.475 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.475 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.95 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.95 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.95 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.95 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.95 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.95 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.95 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.95 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.95 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.95 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.95 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.95 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.5 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.5 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.5 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.5 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.5 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.5 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.5 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.5 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.5 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.5 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.5 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.5 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.5 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.5 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.95 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.95 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.95 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.95 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.95 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.95 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.95 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.95 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.95 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.95 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.95 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.95 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4872 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.4872 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.4872 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.4872 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.4872 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.4872 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.4872 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.4872 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.4872 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.4872 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.4872 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.4872 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.4872 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.4872 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.95 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.95 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.95 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.95 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.95 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.95 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.95 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.95 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.95 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.95 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.95 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.95 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.95 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.5 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.5 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.5 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.5 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.5 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.5 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.5 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.5 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.5 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.5 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.5 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.5 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.5 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.5 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.05 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.05 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.05 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.05 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.05 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.05 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.05 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.05 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.05 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.05 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.05 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.05 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.05 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.05 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.05 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.05 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.05 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.05 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.05 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.05 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.05 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.05 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.05 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.05 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.05 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.05 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.05 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.05 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.0 | 0:00:00.012025 | 0:00:00.003965 | 0:00:00.012025 |\n", "| 3 | 0.0 | 0:00:00.011031 | 0:00:00.003999 | 0:00:00.011031 |\n", "| 5 | 0.0 | 0:00:00.011969 | 0:00:00.003997 | 0:00:00.011969 |\n", "| 7 | 0.0 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 9 | 0.0 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 11 | 0.0 | 0:00:00.010998 | 0:00:00.005001 | 0:00:00.010998 |\n", "| 13 | 0.0 | 0:00:00.010000 | 0:00:00.005002 | 0:00:00.010000 |\n", "| 15 | 0.0 | 0:00:00.010031 | 0:00:00.004968 | 0:00:00.010031 |\n", "| 17 | 0.0 | 0:00:00.010032 | 0:00:00.004003 | 0:00:00.010032 |\n", "| 19 | 0.0 | 0:00:00.010964 | 0:00:00.003999 | 0:00:00.010964 |\n", "| 21 | 0.0 | 0:00:00.012001 | 0:00:00.004033 | 0:00:00.012001 |\n", "| 23 | 0.0 | 0:00:00.010966 | 0:00:00.004000 | 0:00:00.010966 |\n", "| 25 | 0.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.0 | 0:00:00.011232 | 0:00:00.004305 | 0:00:00.007769 |\n", "| Std Dev. | 0.0 | 0.0007930208781856612 | 0.0004587080295027096 | 0.0035235492327704634 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n", "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.95 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.95 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.95 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.95 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.95 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.95 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.95 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.95 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.95 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.95 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.95 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.95 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.9538 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.0133 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.475 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.475 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.475 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.475 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.475 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.475 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.475 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.475 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.475 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.475 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.475 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.475 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.5154 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.1399 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.95 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.95 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.95 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.95 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.95 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.95 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.95 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.95 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.95 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.95 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.95 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.95 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.9538 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.0133 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.5 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.5 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.5 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.5 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.5 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.5 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.5 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.5 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.5 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.5 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.5 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.5 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.5385 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.1332 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.95 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.95 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.95 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.95 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.95 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.95 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.95 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.95 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.95 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.95 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.95 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.95 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.9538 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.0133 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.4872 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.4872 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.4872 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.4872 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.4872 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.4872 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.4872 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.4872 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.4872 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.4872 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.4872 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.4872 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.5266 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.1367 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.95 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.95 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.95 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.95 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.95 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.95 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.95 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.95 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.95 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.95 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.95 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.95 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.9538 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.0133 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.5 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.5 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.5 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.5 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.5 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.5 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.5 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.5 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.5 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.5 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.5 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.5 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.5385 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.1332 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.05 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.05 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.05 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.05 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.05 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.05 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.05 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.05 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.05 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.05 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.05 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.05 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.1231 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.2531 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.05 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.05 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.05 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.05 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.05 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.05 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.05 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.05 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.05 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.05 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.05 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.05 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.0462 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.0133 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011000 | 0:00:00.004002 | 0:00:00.011000 |\n", "| 3 | 0.0 | 0:00:00.011034 | 0:00:00.003998 | 0:00:00.011034 |\n", "| 5 | 0.0 | 0:00:00.010009 | 0:00:00.003991 | 0:00:00.010009 |\n", "| 7 | 0.0 | 0:00:00.011000 | 0:00:00.004001 | 0:00:00.011000 |\n", "| 9 | 0.0 | 0:00:00.011003 | 0:00:00.003999 | 0:00:00.011003 |\n", "| 11 | 0.0 | 0:00:00.010967 | 0:00:00.004032 | 0:00:00.010967 |\n", "| 13 | 0.0 | 0:00:00.011967 | 0:00:00.004032 | 0:00:00.011967 |\n", "| 15 | 0.0 | 0:00:00.010003 | 0:00:00.004998 | 0:00:00.010003 |\n", "| 17 | 0.0 | 0:00:00.009998 | 0:00:00.004994 | 0:00:00.009998 |\n", "| 19 | 0.0 | 0:00:00.010000 | 0:00:00.004001 | 0:00:00.010000 |\n", "| 21 | 0.0 | 0:00:00.010999 | 0:00:00.004973 | 0:00:00.010999 |\n", "| 23 | 0.0 | 0:00:00.011027 | 0:00:00.005974 | 0:00:00.011027 |\n", "| 25 | 0.0 | 0:00:00.010999 | 0:00:00.004998 | 0:00:00.010999 |\n", "| Average | 0.0769 | 0:00:00.010770 | 0:00:00.004461 | 0:00:00.007615 |\n", "| Std Dev. | 0.2665 | 0.0005703592847720108 | 0.0006240702804220856 | 0.0032104561531852344 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "###############\n", "k 1\n", "k 3\n", "k 5\n", "k 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 9\n", "k 11\n", "k 13\n", "k 15\n", "k 17\n", "k 19\n", "k 21\n", "k 23\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.95 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.95 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.9692 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.0243 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.475 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.475 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.475 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.475 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.475 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.475 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.475 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.475 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.6769 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.2554 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.95 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.95 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.9692 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.0243 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.5 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.5 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.5 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.5 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.5 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.5 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.6923 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.2433 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.95 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.95 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.9692 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.0243 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.4872 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.4872 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.4872 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.4872 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.4872 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.4872 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.4872 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.4872 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.6844 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.2495 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.95 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.95 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.95 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.95 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.95 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.95 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.9692 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.0243 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.5 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.5 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.5 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.5 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.5 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.5 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.5 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.6923 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.2433 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.05 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.05 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.05 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.05 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.05 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.05 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.4154 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.4622 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 0.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.05 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.05 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.05 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.05 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.05 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.05 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.05 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 0.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 0.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 0.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.0308 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.0243 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | G Mean | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.011003 | 0:00:00.003998 | 0:00:00.011003 |\n", "| 3 | 1.0 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 5 | 0.0 | 0:00:00.012001 | 0:00:00.003999 | 0:00:00.012001 |\n", "| 7 | 0.0 | 0:00:00.012030 | 0:00:00.003969 | 0:00:00.012030 |\n", "| 9 | 0.0 | 0:00:00.012002 | 0:00:00.003999 | 0:00:00.012002 |\n", "| 11 | 0.0 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 13 | 0.0 | 0:00:00.011001 | 0:00:00.003999 | 0:00:00.011001 |\n", "| 15 | 0.0 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 17 | 0.0 | 0:00:00.011001 | 0:00:00.004003 | 0:00:00.011001 |\n", "| 19 | 0.0 | 0:00:00.011997 | 0:00:00.004000 | 0:00:00.011997 |\n", "| 21 | 1.0 | 0:00:00.011003 | 0:00:00.003997 | 0:00:00.011003 |\n", "| 23 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| 25 | 1.0 | 0:00:00.012000 | 0:00:00.004000 | 0:00:00.012000 |\n", "| Average | 0.3846 | 0:00:00.011464 | 0:00:00.003997 | 0:00:00.007731 |\n", "| Std Dev. | 0.4865 | 0.0006355281426854599 | 8.117841406063176e-06 | 0.0037604954665534144 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9805 | 0.0239 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.9705 | 0.0241 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.9505 | 0.001 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.9505 | 0.001 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.9505 | 0.001 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.9505 | 0.001 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.9505 | 0.001 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.9505 | 0.001 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.9505 | 0.001 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.9505 | 0.001 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.9605 | 0.0198 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.9605 | 0.0198 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.9605 | 0.0198 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.9566 | 0.0088 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0092 | 0.0101 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7902 | 0.2569 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.6852 | 0.257 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.4752 | 0.0005 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.4752 | 0.0005 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.4752 | 0.0005 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.4752 | 0.0005 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.4752 | 0.0005 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.4752 | 0.0005 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.4752 | 0.0005 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.4752 | 0.0005 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.5802 | 0.2099 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.5802 | 0.2099 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.5802 | 0.2099 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.5399 | 0.0883 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0969 | 0.112 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9805 | 0.0239 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.9705 | 0.0241 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.9505 | 0.001 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.9505 | 0.001 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.9505 | 0.001 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.9505 | 0.001 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.9505 | 0.001 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.9505 | 0.001 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.9505 | 0.001 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.9505 | 0.001 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.9605 | 0.0198 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.9605 | 0.0198 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.9605 | 0.0198 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.9566 | 0.0088 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0092 | 0.0101 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8 | 0.2449 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.7 | 0.2449 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.6 | 0.2 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.6 | 0.2 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.6 | 0.2 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.5615 | 0.0838 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0923 | 0.1069 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9805 | 0.0239 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.9705 | 0.0241 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.9505 | 0.001 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.9505 | 0.001 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.9505 | 0.001 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.9505 | 0.001 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.9505 | 0.001 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.9505 | 0.001 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.9505 | 0.001 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.9505 | 0.001 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.9605 | 0.0198 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.9605 | 0.0198 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.9605 | 0.0198 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.9566 | 0.0088 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0092 | 0.0101 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.795 | 0.2511 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.6924 | 0.2511 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.4873 | 0.0003 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.4873 | 0.0003 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.4873 | 0.0003 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.4873 | 0.0003 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.4873 | 0.0003 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.4873 | 0.0003 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.4873 | 0.0003 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.4873 | 0.0003 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.5899 | 0.2051 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.5899 | 0.2051 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.5899 | 0.2051 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.5504 | 0.0861 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0947 | 0.1095 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9805 | 0.0239 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.9705 | 0.0241 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.9505 | 0.001 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.9505 | 0.001 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.9505 | 0.001 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.9505 | 0.001 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.9505 | 0.001 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.9505 | 0.001 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.9505 | 0.001 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.9505 | 0.001 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.9605 | 0.0198 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.9605 | 0.0198 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.9605 | 0.0198 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.9566 | 0.0088 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0092 | 0.0101 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8 | 0.2449 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.7 | 0.2449 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.5 | 0.0 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.5 | 0.0 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.5 | 0.0 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.5 | 0.0 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.5 | 0.0 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.5 | 0.0 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.5 | 0.0 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.6 | 0.2 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.6 | 0.2 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.6 | 0.2 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.5615 | 0.0838 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0923 | 0.1069 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6195 | 0.466 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.4295 | 0.4658 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.0495 | 0.001 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.0495 | 0.001 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.0495 | 0.001 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.0495 | 0.001 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.0495 | 0.001 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.0495 | 0.001 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.0495 | 0.001 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.0495 | 0.001 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.2395 | 0.3802 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.2395 | 0.3802 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.2395 | 0.3802 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.1664 | 0.16 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.1754 | 0.2029 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0195 | 0.0239 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.0295 | 0.0241 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.0495 | 0.001 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.0495 | 0.001 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.0495 | 0.001 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.0495 | 0.001 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.0495 | 0.001 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.0495 | 0.001 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.0495 | 0.001 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.0495 | 0.001 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.0395 | 0.0198 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.0395 | 0.0198 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.0395 | 0.0198 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.0434 | 0.0088 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.0092 | 0.0101 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\n", "7 13\n", "8 13\n", "9 13\n", "10 13\n", "11 13\n", "12 13\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | G Mean | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6 | 0.4899 | 0:00:00.011606 | 0:00:00.003793 | 0:00:00.015399 |\n", "| 3 | 0.4 | 0.4899 | 0:00:00.011013 | 0:00:00.004399 | 0:00:00.015412 |\n", "| 5 | 0.0 | 0.0 | 0:00:00.011595 | 0:00:00.003997 | 0:00:00.015592 |\n", "| 7 | 0.0 | 0.0 | 0:00:00.011212 | 0:00:00.003995 | 0:00:00.015207 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.011800 | 0:00:00.004200 | 0:00:00.016000 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.011193 | 0:00:00.004607 | 0:00:00.015800 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.010993 | 0:00:00.004406 | 0:00:00.015399 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.010801 | 0:00:00.004599 | 0:00:00.015400 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.010606 | 0:00:00.004400 | 0:00:00.015006 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.011399 | 0:00:00.004193 | 0:00:00.015592 |\n", "| 21 | 0.2 | 0.4 | 0:00:00.011207 | 0:00:00.004393 | 0:00:00.015601 |\n", "| 23 | 0.2 | 0.4 | 0:00:00.011200 | 0:00:00.004995 | 0:00:00.016195 |\n", "| 25 | 0.2 | 0.4 | 0:00:00.012601 | 0:00:00.004596 | 0:00:00.017197 |\n", "| Average | 0.1231 | 0.1677 | 0:00:00.011325 | 0:00:00.004352 | 0:00:00.015677 |\n", "| Std Dev. | 0.1846 | 0.2138 | 0.0004859202 | 0.0003066816 | 0.000532864 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n" ] } ], "source": [ "# importing all the required modules\n", "\n", "from importlib import reload\n", "import nltk\n", "from bs4 import BeautifulSoup\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer,CountVectorizer\n", "import os,sys\n", "import errno\n", "import string\n", "from nltk.corpus import reuters \n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.corpus import stopwords\n", "from nltk import FreqDist\n", "from nltk.text import TextCollection\n", "import collections\n", "import numpy as npc\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from prettytable import PrettyTable\n", "import time\n", "from datetime import timedelta\n", "from sklearn.metrics import recall_score,precision_score,average_precision_score,f1_score,accuracy_score,roc_auc_score,mean_absolute_error\n", "from sklearn.preprocessing import label_binarize,LabelEncoder\n", "from imblearn.metrics import geometric_mean_score\n", "from sklearn import metrics\n", "from sklearn.metrics.cluster import homogeneity_score,completeness_score\n", "import statistics\n", "import math\n", "import sklearn.metrics \n", "from sklearn.model_selection import KFold\n", "import csv\n", "from sklearn.model_selection import train_test_split\n", "from collections import Counter\n", "import math\n", "from scipy.spatial import distance\n", "import statistics\n", "from scipy.stats import pearsonr,entropy,mode,hmean\n", "from scipy.io import arff\n", "from sklearn.metrics import pairwise_distances\n", "import pandas as pd\n", "from sklearn.datasets import fetch_20newsgroups\n", "from sklearn.ensemble import RandomForestClassifier\n", "nltk.download('reuters')\n", "nltk.download('stopwords')\n", "nltk.download('punkt')\n", "nltk.download('wordnet')\n", "from sklearn.neighbors import NearestNeighbors\n", "from sklearn.neighbors import NearestCentroid\n", "import csv\n", "from sklearn import svm\n", "import warnings\n", "import random\n", "from statistics import mode\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn import preprocessing\n", "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.base import BaseEstimator, ClassifierMixin\n", "import operator\n", "random.seed(0)\n", "warnings.filterwarnings('ignore')\n", "def read_data(dataset,split):\n", " folder = directory+dataset+'\\\\'\n", " n=1\n", " labels,data=[],[]\n", " for i in range(1,n+1):\n", " tr_name = folder + dataset+\"-5-\"+str(split)+\"tra.dat\"\n", " ts_name = folder + dataset+ \"-5-\"+str(split)+\"tst.dat\"\n", " \n", " train_data,test_data=[],[]\n", " train_labels,test_labels=[],[]\n", " file1 = open(tr_name, 'r')\n", " Lines = file1.readlines()\n", " count = 0\n", " flag=False\n", " # Strips the newline character\n", " for line in Lines:\n", " if flag ==False:\n", " #print(line[1:],line[0:5]=='@data')\n", " if line[0:5]=='@data':\n", " flag = True \n", " continue\n", " count += 1\n", " l1= line.strip().split(\",\")\n", " d=[l1[d1] for d1 in range(0,len(l1)-1)]\n", " train_data.append(d)\n", " train_labels.append(l1[-1])\n", " \n", " file2 = open(ts_name, 'r')\n", " Lines = file2.readlines()\n", " flag=False\n", " # Strips the newline character\n", " for line in Lines:\n", " if flag ==False:\n", " #print(line[1:],line[0:5]=='@data')\n", " if line[0:5]=='@data':\n", " flag = True \n", " continue\n", " count += 1\n", " l1= line.strip().split(\",\")\n", " d=[l1[d1] for d1 in range(0,len(l1)-1)]\n", " test_data.append(d)\n", " test_labels.append(l1[-1])\n", " \n", " return train_data,train_labels,test_data,test_labels\n", "\n", "def Euclidean(a, b):#distance\n", " return distance.euclidean(a,b)\n", "\n", "def PrintDetails(metric=\"smtp\",measure= \"Accuracy\",Arr=None,kList=[1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25],train_time=0,test_time=0,std=[]):\n", " x = PrettyTable()\n", " #kList=[1,3,5,9,15,30,45]#,70,90,120]\n", " if std==[]:\n", " x.field_names = [\"k\",measure,\"Train Time\",\"Test time\",\"Total Time\"]\n", " else:\n", " x.field_names = [\"k\",measure,\"std\",\"Train Time\",\"Test time\",\"Total Time\"]\n", " \n", " print(\"metric\",metric)\n", " print(\"measure\",measure)\n", " tables.write((\"metric\\t\"+str(metric)+\"\\n\").encode())\n", " tables.write((\"measure\\t\"+str(measure)+\"\\n\").encode())\n", " average=0\n", " total_time=train_time+test_time\n", " for i in range(0,len(Arr)):\n", " print(i,len(Arr))\n", " tr_time=str(timedelta(seconds=(train_time[i])))\n", " ts_time=str(timedelta(seconds=(test_time[i])))\n", " \n", " tot_time=str(timedelta(seconds=(total_time[i])))\n", " if std==[]:\n", " x.add_row([str(kList[i]),round(Arr[i],4),tr_time,ts_time,tot_time]) \n", " else:\n", " x.add_row([str(kList[i]),round(Arr[i],4),round(std[i],4),tr_time,ts_time,tot_time]) \n", " \n", " average+=Arr[i]\n", " if std==[]:\n", " x.add_row([\"Average\",round((average/len(Arr)),4),str(timedelta(seconds=np.mean(train_time))),\n", " str(timedelta(seconds=np.mean(test_time))),str(timedelta(seconds=np.mean(total_time)))]) \n", " x.add_row([\"Std Dev.\",round(np.std(Arr),4),np.std(train_time),\n", " np.std(test_time),np.std(total_time)]) \n", " else:\n", " x.add_row([\"Average\",round((average/len(Arr)),4),round(np.mean(std),4),str(timedelta(seconds=np.mean(train_time))),\n", " str(timedelta(seconds=np.mean(test_time))),str(timedelta(seconds=np.mean(total_time)))]) \n", " x.add_row([\"Std Dev.\",round(np.std(Arr),4),round(np.std(std),4),\n", " round(np.std(train_time),10),\n", " round(np.std(test_time),10),\n", " round(np.std(total_time),10)])\n", " \n", " x.padding_width =1\n", " tables.write(str(x).encode())\n", " print(x)\n", " \n", "\n", "def classify(k=3,metric=\"euclidean\",termOccurance=None, docOccurance=None):\n", " accuracy=[]\n", " precision=[]\n", " Recall=[]\n", " fMeasure=[]\n", " mprecision=[]\n", " mRecall=[]\n", " mfMeasure=[]\n", " gMean=[]\n", " roc=[]\n", " y_pred=[]\n", " mae=[]\n", " averageMeanPrecison=[]\n", " kList=[1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25]\n", " func=globals()[metric]\n", " train_time=[]\n", " test_time=[]\n", " class_dist=[]\n", " label_dist=[]\n", " classes=list(set(train_labels))\n", " p=1\n", " clss=list(classes)\n", " for c in range(0,len(classes)):\n", " #print(c)\n", " #print(train_labels[0])\n", " ind=[i for i in range(0,len(train_labels)) if classes[c]==train_labels[i]]\n", " class_dist.append(train_data[ind,:])\n", " #print()\n", " label_dist.append([train_labels[i] for i in ind])\n", " \n", " \n", " for k in kList:\n", " time1=time.time()\n", " pred=[]\n", " print(\"k\",k)\n", " distances,neighs=[],[]\n", " for c in range(0,len(classes)):\n", " if len(class_dist[c])0:\n", " r_mean=np.nanmean(neigh_vals,axis=0)\n", " m1=np.nanmin(dist)\n", " m2=func(test_data[t,:],r_mean)\n", " m3=np.nanmean(dist)\n", " membership.append((m1+m2+m3)/3)\n", " \n", " else:\n", " membership.append(0) \n", " \n", " membership = np.array(membership)\n", " membership = membership/np.sum(membership)\n", " maxInd=np.argmax(membership)\n", " pred.append(clss[maxInd]) \n", " y_pred.append(pred) \n", " time3=time.time()\n", " train_time.append(time2-time1)\n", " test_time.append(time3-time2)\n", "\n", " classes=list(set(labels))\n", " class_dict={}\n", " for i in range(0,len(classes)):\n", " class_dict[classes[i]]=i\n", " print(class_dict)\n", " num_testLabels=[]\n", " for i in range(0,len(test_labels)):\n", " num_testLabels.append(class_dict[test_labels[i]])\n", " \n", " for i in range(0,len(y_pred)):\n", " test_labels1=list(test_labels)\n", "\n", " #Accuracy\n", " \n", " accuracy.append(accuracy_score(test_labels, y_pred[i]))\n", " \n", " #Precison\n", " precision.append(precision_score(test_labels, y_pred[i],average='macro'))\n", " \n", " #Recall\n", " Recall.append(recall_score(test_labels, y_pred[i],average='macro'))\n", " \n", " #f measure\n", " fMeasure.append(f1_score(test_labels, y_pred[i],average='macro'))\n", " \n", " #Precison\n", " mprecision.append(precision_score(test_labels, y_pred[i],average='micro'))\n", " \n", " #Recall\n", " mRecall.append(recall_score(test_labels, y_pred[i],average='micro'))\n", " \n", " #f measure\n", " mfMeasure.append(f1_score(test_labels, y_pred[i],average='micro'))\n", " \n", " #gMean\n", " gMean.append(geometric_mean_score(test_labels, y_pred[i]))\n", " \n", " test = label_binarize(test_labels1, classes=categories).reshape((-1))\n", " pred = label_binarize( y_pred[i], classes=categories).reshape((-1))\n", " \n", " #roc\n", " try:\n", " roc.append(roc_auc_score(test,pred))\n", " except:\n", " roc.append(-1)\n", " #Average Mean Precision\n", " #y_val_true, val_pred = y_val_true.reshape((-1)), val_pred.reshape((-1))\n", " averageMeanPrecison.append(average_precision_score(test, pred))\n", " #MAE\n", " num_pred=[]\n", " for j in range(0,len(y_pred[i])):\n", " num_pred.append(class_dict[y_pred[i][j]])\n", " mae.append(mean_absolute_error(num_testLabels, num_pred))\n", " \n", " #PrintDetails(metric=metric,time=str(timedelta(seconds=(time2-time1))),measure=\"Average Mean Precison\",Arr=averageMeanPrecison)\n", "\n", " #Accuracy\n", " PrintDetails(metric=metric,measure=\"Accuracy\",Arr=accuracy,train_time=train_time,test_time=test_time)\n", " \n", " #Precison\n", " PrintDetails(metric=metric,measure=\"Precision\",Arr=precision,train_time=train_time,test_time=test_time)\n", " #Precison\n", " PrintDetails(metric=metric,measure=\"micro Precision\",Arr=mprecision,train_time=train_time,test_time=test_time)\n", " #Recall\n", " PrintDetails(metric=metric,measure=\"Recall\",Arr=Recall,train_time=train_time,test_time=test_time)\n", " #Recall\n", " PrintDetails(metric=metric,measure=\"micro Recall\",Arr=mRecall,train_time=train_time,test_time=test_time)\n", " #f measure\n", " PrintDetails(metric=metric,measure=\"F Measure\",Arr=fMeasure,train_time=train_time,test_time=test_time)\n", " \n", " #f measure\n", " PrintDetails(metric=metric,measure=\"micro F Measure\",Arr=mfMeasure,train_time=train_time,test_time=test_time)\n", " \n", " #roc\n", " PrintDetails(metric=metric,measure=\"ROC\",Arr=roc,train_time=train_time,test_time=test_time)\n", " #Average Mean Precision\n", " PrintDetails(metric=metric,measure=\"Average Mean Precison\",Arr=averageMeanPrecison,train_time=train_time,test_time=test_time)\n", " #MAE\n", " PrintDetails(metric=metric,measure=\"MAE\",Arr=mae,train_time=train_time,test_time=test_time)\n", " \n", " PrintDetails(metric=metric,measure=\"G Mean\",Arr=gMean,train_time=train_time,test_time=test_time)\n", " \n", " accuracy_avg.append(accuracy)\n", " precision_avg.append(precision)\n", " recall_avg.append(Recall)\n", " macroFMeasure_avg.append(fMeasure)\n", " mprecision_avg.append(mprecision)\n", " mrecall_avg.append(mRecall)\n", " mFMeasure_avg.append(mfMeasure)\n", " roc_avg.append(roc)\n", " AMP_avg.append(averageMeanPrecison)\n", " mae_avg.append(mae)\n", " gMean_avg.append(gMean)\n", " avg_test_time.append(test_time)\n", " avg_train_time.append(train_time)\n", "\n", "import glob\n", "directory = 'Imbalanced Datasets\\\\'\n", "datasets = [x.split('\\\\')[-1] for x in next(os.walk(directory))[1]]\n", "for dataset in datasets:\n", " print(dataset.encode())\n", " measures=[\"Euclidean\"]\n", " for met in measures:\n", " path = \"LMAL-FkNN\\\\Imbalanced Datasets(2024 paln)\"\n", " if not os.path.exists(path):\n", " os.makedirs(path)\n", " fname=path+'\\\\table_'+dataset+'_'+met+'-LMAL-FkNN.txt'\n", " tables = open(fname, 'wb')\n", " k_splits=5\n", " accuracy_avg=[]\n", " precision_avg=[]\n", " recall_avg=[]\n", " macroFMeasure_avg=[]\n", " mprecision_avg=[]\n", " mrecall_avg=[]\n", " mFMeasure_avg=[]\n", " roc_avg=[]\n", " AMP_avg=[]\n", " mae_avg=[]\n", " gMean_avg=[]\n", " avg_test_time=[]\n", " avg_train_time=[]\n", " for n in range(1,6):\n", " xTrain,yTrain,xTest,yTest = read_data(dataset,n)\n", " labels=yTrain.copy()\n", " labels.extend(yTest)\n", " le = preprocessing.LabelEncoder().fit(labels)\n", " yTrain=le.transform(yTrain)\n", " yTest=le.transform(yTest)\n", " labels=le.transform(labels)\n", " categories=list(set(labels))\n", " classes = categories.copy()\n", " xTrain=np.array(xTrain)\n", " xTest=np.array(xTest)\n", " for j in range(0,xTrain.shape[1]):\n", " try:\n", " np.array(xTrain[:,j]).astype(float)\n", " except:\n", " label_encoder = preprocessing.LabelEncoder()\n", " x=xTrain[:,j].copy()\n", " x=np.concatenate((x,xTest[:,j].copy()), axis = 0)\n", " label_encoder.fit(x)\n", " xTrain[:,j]= label_encoder.transform(xTrain[:,j])\n", " xTest[:,j]= label_encoder.transform(xTest[:,j])\n", " \n", "\n", " train_data=np.array(xTrain).astype(float)\n", " test_data=np.array(xTest).astype(float)\n", " train_labels=yTrain\n", " test_labels=yTest\n", " tables.write(\"\\n*************\".encode())\n", " tables.write((\" Split\\t\"+str(n)).encode())\n", " tables.write(\" ***********\\n\".encode())\n", " k=1\n", " print(\"###############\")\n", " classify(k=k,metric=met)\n", " list1=[1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25]\n", " tables.write(\"\\n************* Average Results ***********\\n\".encode())\n", " acc_std=np.std(np.array(accuracy_avg),axis=0)\n", " accuracy_avg=np.mean(np.array(accuracy_avg),axis=0)\n", " \n", " pr_std=np.std(np.array(precision_avg),axis=0)\n", " precision_avg=np.mean(np.array(precision_avg),axis=0)\n", " \n", " mpr_std=np.std(np.array(mprecision_avg),axis=0)\n", " mprecision_avg=np.mean(np.array(mprecision_avg),axis=0)\n", " \n", " rcl_std=np.std(np.array(recall_avg),axis=0)\n", " recall_avg=np.mean(np.array(recall_avg),axis=0)\n", " \n", " mrcl_std=np.std(np.array(mrecall_avg),axis=0)\n", " mrecall_avg=np.mean(np.array(mrecall_avg),axis=0)\n", " \n", " F_std=np.std(np.array(macroFMeasure_avg),axis=0)\n", " macroFMeasure_avg=np.mean(np.array(macroFMeasure_avg),axis=0)\n", " \n", " mF_std=np.std(np.array(mFMeasure_avg),axis=0)\n", " mFMeasure_avg=np.mean(np.array(mFMeasure_avg),axis=0)\n", " \n", " roc_std=np.std(np.array(roc_avg),axis=0)\n", " roc_avg=np.mean(np.array(roc_avg),axis=0)\n", " \n", " amp_std=np.std(np.array(AMP_avg),axis=0)\n", " AMP_avg=np.mean(np.array(AMP_avg),axis=0)\n", " \n", " mae_std=np.std(np.array(mae_avg),axis=0)\n", " mae_avg=np.mean(np.array(mae_avg),axis=0)\n", " \n", " gMean_std=np.std(np.array(gMean_avg),axis=0)\n", " gMean_avg=np.mean(np.array(gMean_avg),axis=0)\n", " \n", " avg_train_time=np.mean(np.array(avg_train_time),axis=0)\n", " avg_test_time=np.mean(np.array(avg_test_time),axis=0)\n", " #Accuracy\n", " PrintDetails(metric=met,measure=\"Accuracy\",Arr=accuracy_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=acc_std)\n", " \n", " #Precision\n", " PrintDetails(metric=met,measure=\"Precision\",Arr=precision_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=pr_std)\n", " \n", " #Precision\n", " PrintDetails(metric=met,measure=\"Micro Precision\",Arr=mprecision_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mpr_std)\n", "\n", "\n", " #Recall\n", " PrintDetails(metric=met,measure=\"Recall\",Arr=recall_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=rcl_std)\n", " \n", " #Recall\n", " PrintDetails(metric=met,measure=\"Micro Recall\",Arr=mrecall_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mrcl_std)\n", "\n", "\n", " #f measure\n", " PrintDetails(metric=met,measure=\"F Measure\",Arr=macroFMeasure_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=F_std)\n", " \n", " \n", " \n", " #f measure\n", " PrintDetails(metric=met,measure=\"Micro F Measure\",Arr=mFMeasure_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mF_std)\n", "\n", "\n", " #roc\n", " PrintDetails(metric=met,measure=\"ROC\",Arr=roc_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=roc_std)\n", "\n", " #average Mean precision\n", " PrintDetails(metric=met,measure=\"AMP\",Arr=AMP_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=amp_std)\n", " \n", " #MAE\n", " PrintDetails(metric=met,measure=\"MAE\",Arr=mae_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mae_std)\n", " \n", " #G Mean\n", " PrintDetails(metric=met,measure=\"G Mean\",Arr=gMean_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=gMean_std)\n", " \n", " tables.close()\n", " print(\"###############\")\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2, 3]\n" ] } ], "source": [ "test=[1,2,3,4]\n", "print(test[0:-1])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from sklearn.metrics import roc_auc_score\n", "y_true = np.array([0, 2, 0, 0, 2, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "y_scores = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "roc_auc_score(y_true, y_scores)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }