{ "cells": [ { "cell_type": "code", "execution_count": null, "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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.9786 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.9786 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.9786 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.9765 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.9722 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.9722 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.9701 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.9744 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.9701 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.9701 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.9744 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.9744 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.9749 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0039 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.8247 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.8247 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.8247 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.777 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.6892 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.6892 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.6558 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.7382 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.6131 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.6131 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.7382 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.7382 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.7412 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0859 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.9786 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.9786 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.9786 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.9765 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.9722 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.9722 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.9701 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.9744 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.9701 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.9701 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.9744 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.9744 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.9749 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0039 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.6645 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.6645 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.6645 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.6634 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.58 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.58 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.5789 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.5406 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.5384 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.5384 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.5406 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.5406 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.6001 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0604 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.9786 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.9786 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.9786 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.9765 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.9722 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.9722 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.9701 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.9744 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.9701 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.9701 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.9744 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.9744 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.9749 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0039 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.7168 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.7168 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.7168 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.7045 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.6106 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.6106 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.6035 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.5649 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.5549 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.5549 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.5649 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.5649 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.6352 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0754 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.9786 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.9786 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.9786 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.9765 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.9722 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.9722 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.9701 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.9744 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.9701 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.9701 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.9744 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.9744 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.9749 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0039 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.6645 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.6645 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.6645 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.6634 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.58 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.58 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.5789 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.5406 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.5384 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.5384 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.5406 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.5406 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.6001 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0604 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.2393 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.2393 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.2393 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.2076 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.088 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.088 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.0769 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.0652 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.0443 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.0443 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.0652 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.0652 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.1404 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0992 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.0214 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.0214 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.0214 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.0235 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.0278 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.0278 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.0299 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.0256 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.0299 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.0299 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.0256 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.0256 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.0251 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.0039 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.161000 | 0:00:00.141999 | 0:00:05.161000 |\n", "| 3 | 0.5761 | 0:00:05.114000 | 0:00:00.147001 | 0:00:05.114000 |\n", "| 5 | 0.5761 | 0:00:05.300998 | 0:00:00.167002 | 0:00:05.300998 |\n", "| 7 | 0.5761 | 0:00:05.226002 | 0:00:00.169999 | 0:00:05.226002 |\n", "| 9 | 0.5754 | 0:00:05.334999 | 0:00:00.196000 | 0:00:05.334999 |\n", "| 11 | 0.4069 | 0:00:05.981999 | 0:00:00.182000 | 0:00:05.981999 |\n", "| 13 | 0.4069 | 0:00:05.819001 | 0:00:00.236999 | 0:00:05.819001 |\n", "| 15 | 0.4065 | 0:00:06.487001 | 0:00:00.216000 | 0:00:06.487001 |\n", "| 17 | 0.2884 | 0:00:05.917999 | 0:00:00.213001 | 0:00:05.917999 |\n", "| 19 | 0.2877 | 0:00:06.433001 | 0:00:00.239999 | 0:00:06.433001 |\n", "| 21 | 0.2877 | 0:00:07.418999 | 0:00:00.301001 | 0:00:07.418999 |\n", "| 23 | 0.2884 | 0:00:06.831000 | 0:00:00.306000 | 0:00:06.831000 |\n", "| 25 | 0.2884 | 0:00:06.460999 | 0:00:00.266002 | 0:00:06.460999 |\n", "| Average | 0.4315 | 0:00:05.960538 | 0:00:00.214077 | 0:00:03.087308 |\n", "| Std Dev. | 0.134 | 0.7005319040314137 | 0.05197118237893673 | 2.9158493438887314 |\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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.9765 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.9765 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.9765 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.9765 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.9765 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.9765 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.9744 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.9765 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.9744 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.9744 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.9744 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.9744 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.9758 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0013 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.8226 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.8226 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.9882 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.9882 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.9882 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.9882 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.4872 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.9882 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.4872 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.4872 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.4872 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.4872 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.7574 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.2227 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.9765 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.9765 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.9765 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.9765 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.9765 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.9765 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.9744 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.9765 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.9744 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.9744 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.9744 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.9744 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.9758 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0013 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.5822 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.5822 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.5417 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.5417 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.5417 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.5417 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.5 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.5417 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.5 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.5 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.5 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.5 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.5413 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0456 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.9765 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.9765 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.9765 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.9765 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.9765 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.9765 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.9744 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.9765 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.9744 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.9744 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.9744 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.9744 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.9758 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0013 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.7168 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.6274 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.6274 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.571 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.571 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.571 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.571 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.4935 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.571 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.4935 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.4935 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.4935 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.4935 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.5611 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0658 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.9765 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.9765 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.9765 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.9765 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.9765 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.9765 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.9744 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.9765 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.9744 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.9744 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.9744 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.9744 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.9758 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0013 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.5822 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.5822 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.5417 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.5417 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.5417 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.5417 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.5 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.5417 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.5 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.5 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.5 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.5 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.5413 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0456 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.1325 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.1325 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.1068 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.1068 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.1068 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.1068 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.0256 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.1068 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.0256 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.0256 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.0256 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.0256 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.0897 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0608 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.0235 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.0235 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.0235 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.0235 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.0235 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.0235 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.0256 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.0235 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.0256 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.0256 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.0256 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.0256 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.0242 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.0013 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:06.222751 | 0:00:00.145001 | 0:00:06.222751 |\n", "| 3 | 0.4078 | 0:00:05.855999 | 0:00:00.184999 | 0:00:05.855999 |\n", "| 5 | 0.4078 | 0:00:05.719002 | 0:00:00.176000 | 0:00:05.719002 |\n", "| 7 | 0.2887 | 0:00:05.616005 | 0:00:00.153994 | 0:00:05.616005 |\n", "| 9 | 0.2887 | 0:00:04.979000 | 0:00:00.136001 | 0:00:04.979000 |\n", "| 11 | 0.2887 | 0:00:05.877002 | 0:00:00.285999 | 0:00:05.877002 |\n", "| 13 | 0.2887 | 0:00:07.132001 | 0:00:00.257999 | 0:00:07.132001 |\n", "| 15 | 0.0 | 0:00:06.387999 | 0:00:00.160002 | 0:00:06.387999 |\n", "| 17 | 0.2887 | 0:00:05.272001 | 0:00:00.161997 | 0:00:05.272001 |\n", "| 19 | 0.0 | 0:00:05.509001 | 0:00:00.196999 | 0:00:05.509001 |\n", "| 21 | 0.0 | 0:00:05.199001 | 0:00:00.188999 | 0:00:05.199001 |\n", "| 23 | 0.0 | 0:00:05.060001 | 0:00:00.185999 | 0:00:05.060001 |\n", "| 25 | 0.0 | 0:00:05.804001 | 0:00:00.223000 | 0:00:05.804001 |\n", "| Average | 0.2181 | 0:00:05.741059 | 0:00:00.188999 | 0:00:02.965029 |\n", "| Std Dev. | 0.1887 | 0.5717263096997307 | 0.04217537132650557 | 2.805470790475133 |\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 | 0.9637 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.9658 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.9679 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.9679 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.9615 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.9679 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.9658 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.9679 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.9701 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.9765 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.9701 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.9722 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.9701 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.9683 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0036 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.6402 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.6569 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.6569 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.5891 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.6569 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.6141 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.632 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.6558 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.8226 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.6131 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.6548 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.6131 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.65 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0542 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.9658 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.9679 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.9679 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.9615 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.9679 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.9658 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.9679 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.9701 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.9765 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.9701 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.9722 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.9701 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.9683 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0036 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.6173 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.6184 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.6184 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.5746 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.6184 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.5768 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.5779 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.5789 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.5822 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.5384 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.5395 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.5384 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.5874 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0353 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.9658 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.9679 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.9679 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.9615 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.9679 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.9658 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.9679 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.9701 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.9765 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.9701 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.9722 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.9701 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.9683 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0036 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.6276 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.6347 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.6347 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.5811 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.6347 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.5913 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.5971 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.6035 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.6274 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.5549 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.5596 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.5549 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.604 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0324 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.9658 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.9679 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.9679 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.9615 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.9679 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.9658 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.9679 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.9701 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.9765 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.9701 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.9722 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.9701 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.9683 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0036 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.6173 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.6184 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.6184 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.5746 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.6184 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.5768 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.5779 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.5789 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.5822 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.5384 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.5395 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.5384 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.5874 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0353 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.0942 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.1026 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.1026 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.0547 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.1026 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.063 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.069 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.0769 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.1325 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.0443 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.0513 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.0443 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.0814 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0284 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.0342 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.0321 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.0321 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.0385 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.0321 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.0342 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.0321 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.0299 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.0235 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.0299 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.0278 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.0299 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.0317 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0036 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:04.693996 | 0:00:00.146000 | 0:00:04.693996 |\n", "| 3 | 0.4961 | 0:00:05.329000 | 0:00:00.195001 | 0:00:05.329000 |\n", "| 5 | 0.4967 | 0:00:04.897998 | 0:00:00.142004 | 0:00:04.897998 |\n", "| 7 | 0.4967 | 0:00:04.528997 | 0:00:00.171000 | 0:00:04.528997 |\n", "| 9 | 0.4047 | 0:00:04.998999 | 0:00:00.190001 | 0:00:04.998999 |\n", "| 11 | 0.4967 | 0:00:05.684999 | 0:00:00.186001 | 0:00:05.684999 |\n", "| 13 | 0.4056 | 0:00:05.847174 | 0:00:00.150002 | 0:00:05.847174 |\n", "| 15 | 0.406 | 0:00:05.280000 | 0:00:00.197000 | 0:00:05.280000 |\n", "| 17 | 0.4065 | 0:00:04.869003 | 0:00:00.200995 | 0:00:04.869003 |\n", "| 19 | 0.4078 | 0:00:05.259001 | 0:00:00.169000 | 0:00:05.259001 |\n", "| 21 | 0.2877 | 0:00:04.730000 | 0:00:00.173000 | 0:00:04.730000 |\n", "| 23 | 0.288 | 0:00:05.146000 | 0:00:00.230002 | 0:00:05.146000 |\n", "| 25 | 0.2877 | 0:00:06.765999 | 0:00:00.298001 | 0:00:06.765999 |\n", "| Average | 0.4194 | 0:00:05.233167 | 0:00:00.188308 | 0:00:02.710737 |\n", "| Std Dev. | 0.0876 | 0.5744494769534277 | 0.03958293283943455 | 2.555079057885388 |\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 | 0.9679 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.9764 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.9743 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.9722 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.9786 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.9807 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.9786 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.9829 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.9786 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.9807 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.9764 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.9764 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.9764 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.9769 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0038 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.7413 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.6903 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.6142 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.8236 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.8664 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.8236 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.9914 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.8236 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.9903 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.7392 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.7392 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.7392 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.7812 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.12 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.9764 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.9743 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.9722 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.9786 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.9807 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.9786 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.9829 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.9786 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.9807 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.9764 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.9764 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.9764 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.9769 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0038 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.6331 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.5876 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.5422 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.5898 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.6353 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.5898 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.6364 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.5898 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.5909 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.5444 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.5444 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.5444 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.5821 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0354 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.9764 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.9743 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.9722 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.9786 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.9807 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.9786 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.9829 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.9786 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.9807 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.9764 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.9764 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.9764 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.9769 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0038 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.6705 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.6185 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.5596 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.6374 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.6951 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.6374 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.7099 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.6374 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.649 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.571 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.571 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.571 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.6214 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0509 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.9764 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.9743 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.9722 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.9786 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.9807 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.9786 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.9829 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.9786 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.9807 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.9764 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.9764 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.9764 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.9769 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0038 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.6331 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.5876 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.5422 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.5898 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.6353 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.5898 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.6364 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.5898 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.5909 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.5444 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.5444 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.5444 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.5821 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0354 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.1535 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.092 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.0441 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.1405 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.2217 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.1405 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.2899 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.1405 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.2011 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.0669 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.0669 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.0669 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.1278 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.073 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.0236 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.0257 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.0278 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.0214 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.0193 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.0214 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.0171 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.0214 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.0193 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.0236 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.0236 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.0236 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.0231 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0038 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:07.124000 | 0:00:00.185999 | 0:00:07.124000 |\n", "| 3 | 0.5205 | 0:00:07.826999 | 0:00:00.231001 | 0:00:07.826999 |\n", "| 5 | 0.425 | 0:00:06.899000 | 0:00:00.168999 | 0:00:06.899000 |\n", "| 7 | 0.3005 | 0:00:05.195999 | 0:00:00.147002 | 0:00:05.195999 |\n", "| 9 | 0.4259 | 0:00:05.023999 | 0:00:00.142001 | 0:00:05.023999 |\n", "| 11 | 0.5217 | 0:00:05.081998 | 0:00:00.134002 | 0:00:05.081998 |\n", "| 13 | 0.4259 | 0:00:05.372998 | 0:00:00.149001 | 0:00:05.372998 |\n", "| 15 | 0.5222 | 0:00:05.442001 | 0:00:00.189997 | 0:00:05.442001 |\n", "| 17 | 0.4259 | 0:00:05.935000 | 0:00:00.184000 | 0:00:05.935000 |\n", "| 19 | 0.4264 | 0:00:05.169000 | 0:00:00.197000 | 0:00:05.169000 |\n", "| 21 | 0.3012 | 0:00:07.042001 | 0:00:00.257999 | 0:00:07.042001 |\n", "| 23 | 0.3012 | 0:00:07.858001 | 0:00:00.287000 | 0:00:07.858001 |\n", "| 25 | 0.3012 | 0:00:08.361001 | 0:00:00.286000 | 0:00:08.361001 |\n", "| Average | 0.3998 | 0:00:06.333231 | 0:00:00.196923 | 0:00:03.265077 |\n", "| Std Dev. | 0.0863 | 1.1740533884931579 | 0.05100383693155231 | 3.1786897394757605 |\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 | 0.9636 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.97 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.9764 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.9722 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.9764 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.9722 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.9743 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.97 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.9722 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.9743 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.9743 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.9764 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.9764 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.973 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0035 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+----------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.6331 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.7413 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.6569 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.7403 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.6142 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.6903 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.5892 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.6142 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.6559 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.4882 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.4882 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.4882 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.6117 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.085 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.97 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.9764 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.9722 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.9764 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.9722 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.9743 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.97 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.9722 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.9743 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.9743 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.9764 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.9764 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.973 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0035 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.5854 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.6331 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.5865 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.5887 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.5422 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.5876 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.5411 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.5422 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.5433 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.4989 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.5 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.5 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.5528 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0395 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.97 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.9764 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.9722 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.9764 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.9722 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.9743 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.97 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.9722 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.9743 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.9743 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.9764 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.9764 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.973 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0035 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+--------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.6035 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.6705 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.6106 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.6273 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.5596 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.6185 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.5549 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.5596 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.5649 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.4935 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.494 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.494 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.5688 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0534 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.97 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.9764 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.9722 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.9764 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.9722 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.9743 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.97 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.9722 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.9743 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.9743 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.9764 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.9764 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.973 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0035 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.5854 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.6331 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.5865 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.5887 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.5422 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.5876 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.5411 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.5422 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.5433 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.4989 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.5 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.5 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.5528 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0395 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.0712 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.1535 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.0799 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.1102 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.0441 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.092 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.0396 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.0441 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.0517 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.0236 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.0236 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.0236 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.0608 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0377 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+-----------------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.03 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.0236 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.0278 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.0236 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.0278 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.0257 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.03 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.0278 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.0257 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.0257 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.0236 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.0236 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.027 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.0035 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.669000 | 0:00:00.190001 | 0:00:05.669000 |\n", "| 3 | 0.4241 | 0:00:04.205000 | 0:00:00.123999 | 0:00:04.205000 |\n", "| 5 | 0.5205 | 0:00:03.783001 | 0:00:00.133000 | 0:00:03.783001 |\n", "| 7 | 0.4245 | 0:00:04.076000 | 0:00:00.156999 | 0:00:04.076000 |\n", "| 9 | 0.4255 | 0:00:04.540001 | 0:00:00.163002 | 0:00:04.540001 |\n", "| 11 | 0.3005 | 0:00:04.140998 | 0:00:00.149000 | 0:00:04.140998 |\n", "| 13 | 0.425 | 0:00:04.742003 | 0:00:00.206997 | 0:00:04.742003 |\n", "| 15 | 0.3002 | 0:00:04.523999 | 0:00:00.192001 | 0:00:04.523999 |\n", "| 17 | 0.3005 | 0:00:03.792000 | 0:00:00.155000 | 0:00:03.792000 |\n", "| 19 | 0.3008 | 0:00:04.332000 | 0:00:00.174000 | 0:00:04.332000 |\n", "| 21 | 0.0 | 0:00:03.977999 | 0:00:00.216002 | 0:00:03.977999 |\n", "| 23 | 0.0 | 0:00:04.324000 | 0:00:00.216000 | 0:00:04.324000 |\n", "| 25 | 0.0 | 0:00:04.372999 | 0:00:00.237000 | 0:00:04.372999 |\n", "| Average | 0.2862 | 0:00:04.344538 | 0:00:00.177923 | 0:00:02.261231 |\n", "| Std Dev. | 0.1706 | 0.4700216322073872 | 0.03344691983135243 | 2.10978444408119 |\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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.9735 | 0.0048 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.9748 | 0.0037 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.9735 | 0.0037 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.9739 | 0.0062 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.9739 | 0.0043 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.9735 | 0.0044 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.9731 | 0.0053 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.9743 | 0.003 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.9752 | 0.0035 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.9731 | 0.0025 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.9748 | 0.0016 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.9743 | 0.0023 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.9738 | 0.0041 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.001 | 0.0017 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.7324 | 0.0838 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.7471 | 0.068 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.7482 | 0.1401 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.7837 | 0.129 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.763 | 0.1416 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.7611 | 0.1321 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.6711 | 0.1702 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.764 | 0.1331 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.7138 | 0.175 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.5882 | 0.0941 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.6215 | 0.1135 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.6132 | 0.1123 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.7083 | 0.1257 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.0625 | 0.0299 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.9735 | 0.0048 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.9748 | 0.0037 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.9735 | 0.0037 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.9739 | 0.0062 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.9739 | 0.0043 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.9735 | 0.0044 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.9731 | 0.0053 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.9743 | 0.003 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.9752 | 0.0035 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.9731 | 0.0025 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.9748 | 0.0016 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.9743 | 0.0023 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.9738 | 0.0041 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.001 | 0.0017 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.6165 | 0.0307 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.6172 | 0.0303 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.5906 | 0.0469 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.5916 | 0.0399 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.5835 | 0.0384 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.5752 | 0.0174 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.5668 | 0.0452 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.5586 | 0.0213 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.551 | 0.0328 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.524 | 0.0202 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.5249 | 0.0204 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.5247 | 0.0202 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.5728 | 0.0333 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.0337 | 0.0142 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.9735 | 0.0048 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.9748 | 0.0037 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.9735 | 0.0037 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.9739 | 0.0062 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.9739 | 0.0043 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.9735 | 0.0044 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.9731 | 0.0053 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.9743 | 0.003 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.9752 | 0.0035 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.9731 | 0.0025 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.9748 | 0.0016 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.9743 | 0.0023 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.9738 | 0.0041 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.001 | 0.0017 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.6491 | 0.0401 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.6535 | 0.0362 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.6185 | 0.0561 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.6243 | 0.0476 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.6142 | 0.0486 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.6057 | 0.0228 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.5918 | 0.0709 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.5873 | 0.0294 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.5779 | 0.0553 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.5335 | 0.0332 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.5366 | 0.0352 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.5357 | 0.0346 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.5981 | 0.0462 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.041 | 0.0179 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.9735 | 0.0048 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.9748 | 0.0037 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.9735 | 0.0037 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.9739 | 0.0062 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.9739 | 0.0043 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.9735 | 0.0044 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.9731 | 0.0053 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.9743 | 0.003 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.9752 | 0.0035 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.9731 | 0.0025 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.9748 | 0.0016 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.9743 | 0.0023 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.9738 | 0.0041 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.001 | 0.0017 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.6165 | 0.0307 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.6172 | 0.0303 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.5906 | 0.0469 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.5916 | 0.0399 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.5835 | 0.0384 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.5752 | 0.0174 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.5668 | 0.0452 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.5586 | 0.0213 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.551 | 0.0328 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.524 | 0.0202 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.5249 | 0.0204 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.5247 | 0.0202 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.5728 | 0.0333 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.0337 | 0.0142 | 0.378867395 | 0.0318903387 | 0.4031523005 |\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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.1381 | 0.0582 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.144 | 0.0524 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.1145 | 0.0662 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.124 | 0.0501 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.1127 | 0.0589 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.0981 | 0.0255 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.1002 | 0.0967 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.0867 | 0.0337 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.0911 | 0.0661 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.0409 | 0.0157 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.0465 | 0.0187 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.0451 | 0.0185 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.1 | 0.0529 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.0365 | 0.0312 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.0265 | 0.0048 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.0252 | 0.0037 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.0265 | 0.0037 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.0261 | 0.0062 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.0261 | 0.0043 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.0265 | 0.0044 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.0269 | 0.0053 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.0257 | 0.003 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.0248 | 0.0035 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.0269 | 0.0025 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.0252 | 0.0016 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.0257 | 0.0023 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.0262 | 0.0041 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.001 | 0.0017 | 0.378867395 | 0.0318903387 | 0.4031523005 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:05.774150 | 0:00:00.161800 | 0:00:05.935950 |\n", "| 3 | 0.4849 | 0.0622 | 0:00:05.666200 | 0:00:00.176400 | 0:00:05.842600 |\n", "| 5 | 0.4852 | 0.0621 | 0:00:05.320000 | 0:00:00.157401 | 0:00:05.477401 |\n", "| 7 | 0.4173 | 0.1111 | 0:00:04.928600 | 0:00:00.159799 | 0:00:05.088399 |\n", "| 9 | 0.424 | 0.0912 | 0:00:04.975399 | 0:00:00.165401 | 0:00:05.140800 |\n", "| 11 | 0.4029 | 0.0964 | 0:00:05.353399 | 0:00:00.187400 | 0:00:05.540800 |\n", "| 13 | 0.3904 | 0.0516 | 0:00:05.782635 | 0:00:00.200199 | 0:00:05.982835 |\n", "| 15 | 0.327 | 0.1779 | 0:00:05.624200 | 0:00:00.191000 | 0:00:05.815200 |\n", "| 17 | 0.342 | 0.0611 | 0:00:05.157201 | 0:00:00.182999 | 0:00:05.340199 |\n", "| 19 | 0.2846 | 0.1527 | 0:00:05.340401 | 0:00:00.195400 | 0:00:05.535800 |\n", "| 21 | 0.1753 | 0.1432 | 0:00:05.673600 | 0:00:00.227400 | 0:00:05.901000 |\n", "| 23 | 0.1755 | 0.1434 | 0:00:05.843800 | 0:00:00.245000 | 0:00:06.088800 |\n", "| 25 | 0.1755 | 0.1433 | 0:00:06.353000 | 0:00:00.262001 | 0:00:06.615000 |\n", "| Average | 0.351 | 0.1111 | 0:00:05.522507 | 0:00:00.193246 | 0:00:05.715753 |\n", "| Std Dev. | 0.1122 | 0.0413 | 0.378867395 | 0.0318903387 | 0.4031523005 |\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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.9829 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.9829 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.9744 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.9744 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.9744 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.9744 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.9744 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.9744 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.9744 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.9744 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.9744 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.9744 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.9763 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0036 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.9914 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.9914 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.4872 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.4872 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.4872 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.4872 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.4872 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.4872 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.4872 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.4872 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.4872 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.4872 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.6035 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.2124 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.9829 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.9829 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.9744 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.9744 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.9744 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.9744 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.9744 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.9744 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.9744 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.9744 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.9744 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.9744 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.9763 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0036 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.6667 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.6667 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.5 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.5 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.5 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.5 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.5 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.5 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.5 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.5 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.5 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.5 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.5385 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0702 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.9829 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.9829 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.9744 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.9744 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.9744 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.9744 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.9744 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.9744 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.9744 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.9744 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.9744 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.9744 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.9763 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0036 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.7457 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.7457 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.4935 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.4935 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.4935 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.4935 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.4935 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.4935 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.4935 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.4935 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.4935 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.4935 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.5517 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.1062 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.9829 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.9829 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.9744 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.9744 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.9744 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.9744 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.9744 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.9744 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.9744 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.9744 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.9744 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.9744 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.9763 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0036 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.6667 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.6667 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.5 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.5 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.5 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.5 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.5 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.5 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.5 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.5 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.5 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.5 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.5385 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0702 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.3504 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.3504 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.0256 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.0256 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.0256 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.0256 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.0256 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.0256 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.0256 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.0256 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.0256 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.0256 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.1006 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.1368 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.0171 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.0171 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.0256 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.0256 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.0256 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.0256 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.0256 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.0256 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.0256 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.0256 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.0256 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.0256 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.0237 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.0036 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.722000 | 0:00:00.052998 | 0:00:00.722000 |\n", "| 3 | 0.5774 | 0:00:00.739001 | 0:00:00.050001 | 0:00:00.739001 |\n", "| 5 | 0.5774 | 0:00:00.565000 | 0:00:00.042000 | 0:00:00.565000 |\n", "| 7 | 0.0 | 0:00:00.577999 | 0:00:00.036999 | 0:00:00.577999 |\n", "| 9 | 0.0 | 0:00:00.585001 | 0:00:00.036000 | 0:00:00.585001 |\n", "| 11 | 0.0 | 0:00:00.633999 | 0:00:00.038001 | 0:00:00.633999 |\n", "| 13 | 0.0 | 0:00:00.627999 | 0:00:00.052000 | 0:00:00.627999 |\n", "| 15 | 0.0 | 0:00:00.560000 | 0:00:00.044003 | 0:00:00.560000 |\n", "| 17 | 0.0 | 0:00:00.520998 | 0:00:00.035001 | 0:00:00.520998 |\n", "| 19 | 0.0 | 0:00:00.553000 | 0:00:00.043003 | 0:00:00.553000 |\n", "| 21 | 0.0 | 0:00:00.614995 | 0:00:00.063001 | 0:00:00.614995 |\n", "| 23 | 0.0 | 0:00:00.711000 | 0:00:00.047000 | 0:00:00.711000 |\n", "| 25 | 0.0 | 0:00:00.727001 | 0:00:00.060999 | 0:00:00.727001 |\n", "| Average | 0.1332 | 0:00:00.625999 | 0:00:00.046231 | 0:00:00.336115 |\n", "| Std Dev. | 0.2433 | 0.07233324610730525 | 0.008815386645251453 | 0.29442775222566336 |\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 | 0.9828 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.9828 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.9741 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.9655 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.9655 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.9655 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.9655 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.9655 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.9655 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.9655 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.9655 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.9655 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.9655 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.9688 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0064 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.9913 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.7412 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.487 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.487 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.487 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.487 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.487 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.487 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.487 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.487 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.487 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.487 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.5841 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.1862 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.9828 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.9741 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.9655 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.9655 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.9655 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.9655 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.9655 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.9655 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.9655 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.9655 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.9655 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.9655 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.9688 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0064 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.6667 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.6622 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.4956 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.4956 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.4956 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.4956 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.4956 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.4956 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.4956 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.4956 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.4956 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.4956 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.5347 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0715 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.9828 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.9741 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.9655 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.9655 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.9655 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.9655 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.9655 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.9655 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.9655 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.9655 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.9655 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.9655 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.9688 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0064 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.7456 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.6934 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.4912 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.4912 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.4912 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.4912 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.4912 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.4912 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.4912 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.4912 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.4912 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.4912 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.5459 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.1005 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.9828 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.9741 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.9655 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.9655 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.9655 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.9655 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.9655 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.9655 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.9655 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.9655 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.9655 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.9655 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.9688 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0064 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.6667 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.6622 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.4956 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.4956 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.4956 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.4956 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.4956 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.4956 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.4956 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.4956 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.4956 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.4956 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.5347 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0715 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.3506 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.1839 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.0259 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.0259 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.0259 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.0259 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.0259 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.0259 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.0259 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.0259 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.0259 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.0259 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.088 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.1195 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.0172 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.0259 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.0345 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.0345 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.0345 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.0345 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.0345 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.0345 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.0345 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.0345 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.0345 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.0345 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.0312 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.0064 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.536999 | 0:00:00.028001 | 0:00:00.536999 |\n", "| 3 | 0.5774 | 0:00:00.588001 | 0:00:00.032999 | 0:00:00.588001 |\n", "| 5 | 0.5748 | 0:00:00.622000 | 0:00:00.029000 | 0:00:00.622000 |\n", "| 7 | 0.0 | 0:00:00.595003 | 0:00:00.030000 | 0:00:00.595003 |\n", "| 9 | 0.0 | 0:00:00.826998 | 0:00:00.049002 | 0:00:00.826998 |\n", "| 11 | 0.0 | 0:00:00.754998 | 0:00:00.047000 | 0:00:00.754998 |\n", "| 13 | 0.0 | 0:00:00.627999 | 0:00:00.046999 | 0:00:00.627999 |\n", "| 15 | 0.0 | 0:00:00.681000 | 0:00:00.044002 | 0:00:00.681000 |\n", "| 17 | 0.0 | 0:00:00.761000 | 0:00:00.046003 | 0:00:00.761000 |\n", "| 19 | 0.0 | 0:00:00.624996 | 0:00:00.050999 | 0:00:00.624996 |\n", "| 21 | 0.0 | 0:00:00.577000 | 0:00:00.042003 | 0:00:00.577000 |\n", "| 23 | 0.0 | 0:00:00.633999 | 0:00:00.051998 | 0:00:00.633999 |\n", "| 25 | 0.0 | 0:00:00.587000 | 0:00:00.047000 | 0:00:00.587000 |\n", "| Average | 0.133 | 0:00:00.647461 | 0:00:00.041924 | 0:00:00.344692 |\n", "| Std Dev. | 0.2429 | 0.08163536257555826 | 0.008389205144166599 | 0.30827949282770667 |\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 | 0.9914 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.9914 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.9914 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.9828 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.9741 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.9741 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.9741 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.9741 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.9741 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.9741 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.9741 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.9741 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.9741 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.9788 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.0073 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.9956 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.9956 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.9913 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.4871 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.4871 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.4871 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.4871 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.4871 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.4871 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.4871 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.4871 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.4871 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.6432 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.2342 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.9914 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.9914 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.9828 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.9741 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.9741 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.9741 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.9741 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.9741 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.9741 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.9741 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.9741 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.9741 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.9788 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.0073 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.8333 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.8333 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.6667 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.5 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.5 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.5 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.5 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.5 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.5 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.5 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.5 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.5 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.5897 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.1404 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.9914 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.9914 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.9828 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.9741 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.9741 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.9741 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.9741 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.9741 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.9741 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.9741 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.9741 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.9741 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.9788 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.0073 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.8978 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.8978 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.7456 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.4934 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.4934 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.4934 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.4934 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.4934 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.4934 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.4934 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.4934 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.4934 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.6062 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.173 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "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 | 0.9914 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.9914 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.9914 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.9828 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.9741 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.9741 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.9741 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.9741 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.9741 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.9741 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.9741 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.9741 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.9741 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.9788 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.0073 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.8333 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.8333 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.6667 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.5 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.5 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.5 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.5 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.5 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.5 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.5 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.5 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.5 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.5897 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.1404 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.6753 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.6753 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.3506 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.0259 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.0259 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.0259 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.0259 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.0259 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.0259 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.0259 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.0259 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.0259 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.2007 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.2736 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.0086 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.0086 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.0172 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.0259 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.0259 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.0259 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.0259 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.0259 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.0259 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.0259 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.0259 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.0259 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.0212 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.0073 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.688000 | 0:00:00.035000 | 0:00:00.688000 |\n", "| 3 | 0.8165 | 0:00:00.648000 | 0:00:00.033998 | 0:00:00.648000 |\n", "| 5 | 0.8165 | 0:00:00.560001 | 0:00:00.029999 | 0:00:00.560001 |\n", "| 7 | 0.5774 | 0:00:00.525004 | 0:00:00.031997 | 0:00:00.525004 |\n", "| 9 | 0.0 | 0:00:00.551001 | 0:00:00.032999 | 0:00:00.551001 |\n", "| 11 | 0.0 | 0:00:00.631005 | 0:00:00.057996 | 0:00:00.631005 |\n", "| 13 | 0.0 | 0:00:00.676999 | 0:00:00.044000 | 0:00:00.676999 |\n", "| 15 | 0.0 | 0:00:00.714001 | 0:00:00.058000 | 0:00:00.714001 |\n", "| 17 | 0.0 | 0:00:00.685999 | 0:00:00.070001 | 0:00:00.685999 |\n", "| 19 | 0.0 | 0:00:00.718999 | 0:00:00.048001 | 0:00:00.718999 |\n", "| 21 | 0.0 | 0:00:00.698999 | 0:00:00.037000 | 0:00:00.698999 |\n", "| 23 | 0.0 | 0:00:00.799001 | 0:00:00.051008 | 0:00:00.799001 |\n", "| 25 | 0.0 | 0:00:00.709991 | 0:00:00.047002 | 0:00:00.709991 |\n", "| Average | 0.2328 | 0:00:00.662077 | 0:00:00.044385 | 0:00:00.353231 |\n", "| Std Dev. | 0.3539 | 0.07468936433862906 | 0.011868797046096608 | 0.31344164496027593 |\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 | 0.9914 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.9914 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.9828 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.9741 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.9741 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.9741 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.9741 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.9741 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.9741 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.9741 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.9741 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.9741 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.9741 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.9775 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.0064 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.9956 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.9913 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.4871 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.4871 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.4871 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.4871 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.4871 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.4871 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.4871 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.4871 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.4871 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.4871 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.6041 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.2137 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.9914 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.9828 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.9741 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.9741 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.9741 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.9741 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.9741 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.9741 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.9741 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.9741 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.9741 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.9741 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.9775 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.0064 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.8333 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.6667 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.5 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.5 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.5 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.5 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.5 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.5 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.5 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.5 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.5 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.5 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.5641 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.123 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.9914 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.9828 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.9741 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.9741 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.9741 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.9741 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.9741 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.9741 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.9741 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.9741 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.9741 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.9741 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.9775 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.0064 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.8978 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.7456 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.4934 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.4934 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.4934 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.4934 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.4934 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.4934 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.4934 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.4934 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.4934 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.4934 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.5751 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.1529 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.9914 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.9828 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.9741 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.9741 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.9741 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.9741 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.9741 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.9741 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.9741 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.9741 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.9741 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.9741 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.9775 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.0064 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.8333 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.6667 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.5 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.5 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.5 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.5 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.5 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.5 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.5 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.5 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.5 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.5 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.5641 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.123 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.6753 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.3506 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.0259 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.0259 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.0259 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.0259 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.0259 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.0259 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.0259 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.0259 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.0259 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.0259 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.1508 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.2396 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.0086 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.0172 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.0259 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.0259 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.0259 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.0259 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.0259 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.0259 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.0259 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.0259 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.0259 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.0259 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.0225 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.0064 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.643001 | 0:00:00.033000 | 0:00:00.643001 |\n", "| 3 | 0.8165 | 0:00:00.657000 | 0:00:00.040999 | 0:00:00.657000 |\n", "| 5 | 0.5774 | 0:00:00.539002 | 0:00:00.029000 | 0:00:00.539002 |\n", "| 7 | 0.0 | 0:00:00.592998 | 0:00:00.038999 | 0:00:00.592998 |\n", "| 9 | 0.0 | 0:00:00.579000 | 0:00:00.041000 | 0:00:00.579000 |\n", "| 11 | 0.0 | 0:00:00.518003 | 0:00:00.036000 | 0:00:00.518003 |\n", "| 13 | 0.0 | 0:00:00.546998 | 0:00:00.035001 | 0:00:00.546998 |\n", "| 15 | 0.0 | 0:00:00.537998 | 0:00:00.036001 | 0:00:00.537998 |\n", "| 17 | 0.0 | 0:00:00.502002 | 0:00:00.042997 | 0:00:00.502002 |\n", "| 19 | 0.0 | 0:00:00.509000 | 0:00:00.036000 | 0:00:00.509000 |\n", "| 21 | 0.0 | 0:00:00.518001 | 0:00:00.039999 | 0:00:00.518001 |\n", "| 23 | 0.0 | 0:00:00.559000 | 0:00:00.051001 | 0:00:00.559000 |\n", "| 25 | 0.0 | 0:00:00.664000 | 0:00:00.061001 | 0:00:00.664000 |\n", "| Average | 0.17 | 0:00:00.566616 | 0:00:00.040077 | 0:00:00.303346 |\n", "| Std Dev. | 0.3151 | 0.05447840433985626 | 0.007927315259784183 | 0.26613180938054104 |\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 | 0.9655 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.9828 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.9828 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.9828 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.9828 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.9828 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.9828 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.9828 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.9828 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.9828 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.9828 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.9828 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.9828 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.9814 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0046 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.4914 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.4914 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.4914 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.4914 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.4914 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.4914 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.4914 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.4914 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.4914 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.4914 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.4914 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.4914 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.4914 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.9828 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.9828 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.9828 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.9828 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.9828 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.9828 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.9828 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.9828 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.9828 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.9828 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.9828 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.9828 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.9814 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0046 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.5 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.5 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.5 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.5 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.5 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.5 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.5 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.5 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.5 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.5 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.5 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.5 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.4993 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0023 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.9828 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.9828 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.9828 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.9828 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.9828 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.9828 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.9828 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.9828 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.9828 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.9828 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.9828 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.9828 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.9814 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0046 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.4957 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.4957 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.4957 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.4957 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.4957 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.4957 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.4957 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.4957 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.4957 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.4957 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.4957 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.4957 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.4953 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0012 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.9828 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.9828 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.9828 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.9828 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.9828 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.9828 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.9828 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.9828 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.9828 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.9828 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.9828 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.9828 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.9814 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0046 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.5 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.5 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.5 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.5 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.5 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.5 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.5 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.5 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.5 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.5 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.5 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.5 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.4993 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0023 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.0172 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.0172 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.0172 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.0172 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.0172 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.0172 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.0172 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.0172 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.0172 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.0172 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.0172 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.0172 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.0172 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.0172 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.0172 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.0172 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.0172 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.0172 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.0172 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.0172 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.0172 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.0172 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.0172 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.0172 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.0172 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.0186 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0046 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.766000 | 0:00:00.044000 | 0:00:00.766000 |\n", "| 3 | 0.0 | 0:00:00.590001 | 0:00:00.035000 | 0:00:00.590001 |\n", "| 5 | 0.0 | 0:00:00.615000 | 0:00:00.044999 | 0:00:00.615000 |\n", "| 7 | 0.0 | 0:00:00.649001 | 0:00:00.048999 | 0:00:00.649001 |\n", "| 9 | 0.0 | 0:00:00.808001 | 0:00:00.052000 | 0:00:00.808001 |\n", "| 11 | 0.0 | 0:00:00.735999 | 0:00:00.039000 | 0:00:00.735999 |\n", "| 13 | 0.0 | 0:00:00.575000 | 0:00:00.048999 | 0:00:00.575000 |\n", "| 15 | 0.0 | 0:00:00.552000 | 0:00:00.055000 | 0:00:00.552000 |\n", "| 17 | 0.0 | 0:00:00.756002 | 0:00:00.044999 | 0:00:00.756002 |\n", "| 19 | 0.0 | 0:00:00.626999 | 0:00:00.037004 | 0:00:00.626999 |\n", "| 21 | 0.0 | 0:00:00.626997 | 0:00:00.057001 | 0:00:00.626997 |\n", "| 23 | 0.0 | 0:00:00.548999 | 0:00:00.039003 | 0:00:00.548999 |\n", "| 25 | 0.0 | 0:00:00.644998 | 0:00:00.045000 | 0:00:00.644998 |\n", "| Average | 0.0 | 0:00:00.653461 | 0:00:00.045462 | 0:00:00.349461 |\n", "| Std Dev. | 0.0 | 0.08238569997788059 | 0.006558358191332887 | 0.309565901147008 |\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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.9862 | 0.0042 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.9828 | 0.0055 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.9759 | 0.0064 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.9742 | 0.0055 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.9742 | 0.0055 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.9742 | 0.0055 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.9742 | 0.0055 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.9742 | 0.0055 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.9742 | 0.0055 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.9742 | 0.0055 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.9742 | 0.0055 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.9742 | 0.0055 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.9766 | 0.0057 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.0041 | 0.0012 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.8931 | 0.2008 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.8422 | 0.2006 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.5888 | 0.2013 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.4879 | 0.0017 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.4879 | 0.0017 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.4879 | 0.0017 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.4879 | 0.0017 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.4879 | 0.0017 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.4879 | 0.0017 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.4879 | 0.0017 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.4879 | 0.0017 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.4879 | 0.0017 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.5853 | 0.063 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.1619 | 0.0919 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.9862 | 0.0042 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.9828 | 0.0055 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.9759 | 0.0064 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.9742 | 0.0055 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.9742 | 0.0055 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.9742 | 0.0055 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.9742 | 0.0055 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.9742 | 0.0055 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.9742 | 0.0055 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.9742 | 0.0055 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.9742 | 0.0055 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.9742 | 0.0055 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.9766 | 0.0057 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.0041 | 0.0012 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.7 | 0.1247 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.6658 | 0.1054 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.5324 | 0.0671 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.4991 | 0.0018 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.4991 | 0.0018 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.4991 | 0.0018 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.4991 | 0.0018 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.4991 | 0.0018 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.4991 | 0.0018 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.4991 | 0.0018 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.4991 | 0.0018 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.4991 | 0.0018 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.5453 | 0.0339 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.079 | 0.05 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.9862 | 0.0042 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.9828 | 0.0055 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.9759 | 0.0064 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.9742 | 0.0055 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.9742 | 0.0055 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.9742 | 0.0055 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.9742 | 0.0055 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.9742 | 0.0055 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.9742 | 0.0055 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.9742 | 0.0055 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.9742 | 0.0055 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.9742 | 0.0055 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.9766 | 0.0057 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.0041 | 0.0012 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.7565 | 0.1471 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.7156 | 0.1295 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.5439 | 0.1009 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.4935 | 0.0014 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.4935 | 0.0014 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.4935 | 0.0014 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.4935 | 0.0014 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.4935 | 0.0014 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.4935 | 0.0014 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.4935 | 0.0014 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.4935 | 0.0014 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.4935 | 0.0014 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.5548 | 0.0414 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.1041 | 0.061 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.9862 | 0.0042 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.9828 | 0.0055 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.9759 | 0.0064 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.9742 | 0.0055 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.9742 | 0.0055 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.9742 | 0.0055 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.9742 | 0.0055 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.9742 | 0.0055 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.9742 | 0.0055 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.9742 | 0.0055 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.9742 | 0.0055 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.9742 | 0.0055 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.9766 | 0.0057 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.0041 | 0.0012 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.7 | 0.1247 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.6658 | 0.1054 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.5324 | 0.0671 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.4991 | 0.0018 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.4991 | 0.0018 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.4991 | 0.0018 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.4991 | 0.0018 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.4991 | 0.0018 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.4991 | 0.0018 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.4991 | 0.0018 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.4991 | 0.0018 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.4991 | 0.0018 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.5453 | 0.0339 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.079 | 0.05 | 0.030638821 | 0.0048916551 | 0.0325443806 |\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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.4138 | 0.2458 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.3155 | 0.2183 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.089 | 0.1308 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.0241 | 0.0034 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.0241 | 0.0034 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.0241 | 0.0034 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.0241 | 0.0034 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.0241 | 0.0034 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.0241 | 0.0034 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.0241 | 0.0034 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.0241 | 0.0034 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.0241 | 0.0034 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.1115 | 0.067 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.1503 | 0.0989 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.0138 | 0.0042 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.0172 | 0.0055 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.0241 | 0.0064 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.0258 | 0.0055 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.0258 | 0.0055 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.0258 | 0.0055 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.0258 | 0.0055 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.0258 | 0.0055 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.0258 | 0.0055 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.0258 | 0.0055 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.0258 | 0.0055 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.0258 | 0.0055 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.0234 | 0.0057 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.0041 | 0.0012 | 0.030638821 | 0.0048916551 | 0.0325443806 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.671200 | 0:00:00.038600 | 0:00:00.709800 |\n", "| 3 | 0.5575 | 0.2986 | 0:00:00.644401 | 0:00:00.038599 | 0:00:00.683000 |\n", "| 5 | 0.5092 | 0.271 | 0:00:00.580201 | 0:00:00.034999 | 0:00:00.615200 |\n", "| 7 | 0.1155 | 0.2309 | 0:00:00.588001 | 0:00:00.037399 | 0:00:00.625400 |\n", "| 9 | 0.0 | 0.0 | 0:00:00.670000 | 0:00:00.042200 | 0:00:00.712200 |\n", "| 11 | 0.0 | 0.0 | 0:00:00.654801 | 0:00:00.043599 | 0:00:00.698400 |\n", "| 13 | 0.0 | 0.0 | 0:00:00.610999 | 0:00:00.045400 | 0:00:00.656399 |\n", "| 15 | 0.0 | 0.0 | 0:00:00.609000 | 0:00:00.047401 | 0:00:00.656401 |\n", "| 17 | 0.0 | 0.0 | 0:00:00.645200 | 0:00:00.047800 | 0:00:00.693000 |\n", "| 19 | 0.0 | 0.0 | 0:00:00.606599 | 0:00:00.043001 | 0:00:00.649600 |\n", "| 21 | 0.0 | 0.0 | 0:00:00.607198 | 0:00:00.047801 | 0:00:00.654999 |\n", "| 23 | 0.0 | 0.0 | 0:00:00.650400 | 0:00:00.048002 | 0:00:00.698402 |\n", "| 25 | 0.0 | 0.0 | 0:00:00.666598 | 0:00:00.052200 | 0:00:00.718799 |\n", "| Average | 0.1338 | 0.0845 | 0:00:00.631123 | 0:00:00.043616 | 0:00:00.674738 |\n", "| Std Dev. | 0.2256 | 0.1278 | 0.030638821 | 0.0048916551 | 0.0325443806 |\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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.9864 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.9864 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.9864 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.9864 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.9864 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.9728 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.9728 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.9592 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.9524 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.9456 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.9388 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.9388 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.9696 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.0194 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.9929 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.9929 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.9929 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.9929 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.9929 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.9179 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.9179 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.8824 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.854 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.809 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.7224 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.7224 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.9067 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.0985 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.9864 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.9864 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.9864 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.9864 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.9864 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.9728 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.9728 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.9592 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.9524 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.9456 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.9388 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.9388 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.9696 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.0194 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.8889 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.8889 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.8889 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.8889 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.8889 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.8297 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.8297 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.7186 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.663 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.6075 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.5519 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.5519 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.7801 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.1366 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.9864 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.9864 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.9864 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.9864 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.9864 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.9728 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.9728 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.9592 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.9524 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.9456 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.9388 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.9388 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.9696 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.0194 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.9339 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.9339 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.9339 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.9339 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.9339 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.8678 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.8678 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.775 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.7183 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.6525 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.575 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.575 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.8207 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.1392 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.9864 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.9864 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.9864 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.9864 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.9864 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.9728 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.9728 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.9592 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.9524 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.9456 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.9388 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.9388 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.9696 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.0194 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.8889 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.8889 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.8889 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.8889 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.8889 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.8297 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.8297 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.7186 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.663 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.6075 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.5519 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.5519 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.7801 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.1366 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.7914 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.7914 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.7914 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.7914 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.7914 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.5918 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.5918 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.3896 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.2908 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.1958 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.11 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.11 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.5486 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.2801 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.0136 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.0136 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.0136 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.0136 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.0136 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.0272 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.0272 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.0408 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.0476 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.0544 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.0612 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.0612 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.0304 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.0194 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.576001 | 0:00:00.040001 | 0:00:00.576001 |\n", "| 3 | 0.8819 | 0:00:00.761998 | 0:00:00.037000 | 0:00:00.761998 |\n", "| 5 | 0.8819 | 0:00:00.640999 | 0:00:00.044002 | 0:00:00.640999 |\n", "| 7 | 0.8819 | 0:00:00.610999 | 0:00:00.039000 | 0:00:00.610999 |\n", "| 9 | 0.8819 | 0:00:00.728005 | 0:00:00.055996 | 0:00:00.728005 |\n", "| 11 | 0.8819 | 0:00:00.652002 | 0:00:00.051000 | 0:00:00.652002 |\n", "| 13 | 0.8135 | 0:00:00.697997 | 0:00:00.065001 | 0:00:00.697997 |\n", "| 15 | 0.8135 | 0:00:00.617002 | 0:00:00.063997 | 0:00:00.617002 |\n", "| 17 | 0.6642 | 0:00:00.635000 | 0:00:00.048001 | 0:00:00.635000 |\n", "| 19 | 0.5753 | 0:00:00.683001 | 0:00:00.056000 | 0:00:00.683001 |\n", "| 21 | 0.4697 | 0:00:00.615999 | 0:00:00.082000 | 0:00:00.615999 |\n", "| 23 | 0.3321 | 0:00:00.633000 | 0:00:00.057002 | 0:00:00.633000 |\n", "| 25 | 0.3321 | 0:00:00.631998 | 0:00:00.063001 | 0:00:00.631998 |\n", "| Average | 0.7195 | 0:00:00.652615 | 0:00:00.054000 | 0:00:00.353308 |\n", "| Std Dev. | 0.2123 | 0.049689166663346586 | 0.01227220055402075 | 0.30148785749974855 |\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 | 0.9178 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.9384 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.9521 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.9452 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.9384 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.9247 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.9384 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.9178 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.9247 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.9247 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.9247 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.9247 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.9247 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.9305 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0104 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.7222 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.9757 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.8089 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.7222 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.5968 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.7286 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.5716 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.4688 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.4688 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.4688 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.4688 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.4688 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.6221 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.1549 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.9384 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.9521 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.9452 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.9384 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.9247 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.9384 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.9178 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.9247 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.9247 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.9247 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.9247 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.9247 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.9305 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0104 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.5519 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.6111 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.6075 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.5519 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.5446 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.6557 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.541 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.4927 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.4927 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.4927 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.4927 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.4927 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.5477 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.053 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.9384 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.9521 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.9452 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.9384 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.9247 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.9384 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.9178 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.9247 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.9247 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.9247 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.9247 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.9247 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.9305 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0104 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.5749 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.6694 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.6524 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.5749 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.5572 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.6838 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.5498 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.4804 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.4804 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.4804 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.4804 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.4804 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.5591 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0733 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.9384 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.9521 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.9452 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.9384 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.9247 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.9384 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.9178 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.9247 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.9247 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.9247 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.9247 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.9247 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.9305 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0104 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.5519 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.6111 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.6075 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.5519 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.5446 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.6557 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.541 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.4927 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.4927 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.4927 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.4927 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.4927 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.5477 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.053 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.1104 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.2702 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.1961 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.1104 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.0826 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.2078 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.077 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.0616 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.0616 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.0616 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.0616 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.0616 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.1134 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0656 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "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 | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.0822 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.0616 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.0479 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.0548 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.0616 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.0753 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.0616 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.0822 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.0753 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.0753 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.0753 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.0753 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.0753 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.0695 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.0104 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.662000 | 0:00:00.054000 | 0:00:00.662000 |\n", "| 3 | 0.3321 | 0:00:00.704000 | 0:00:00.047999 | 0:00:00.704000 |\n", "| 5 | 0.4714 | 0:00:00.750000 | 0:00:00.063001 | 0:00:00.750000 |\n", "| 7 | 0.4697 | 0:00:00.746000 | 0:00:00.042999 | 0:00:00.746000 |\n", "| 9 | 0.3321 | 0:00:00.729002 | 0:00:00.056000 | 0:00:00.729002 |\n", "| 11 | 0.3297 | 0:00:00.629001 | 0:00:00.049001 | 0:00:00.629001 |\n", "| 13 | 0.571 | 0:00:00.622996 | 0:00:00.063000 | 0:00:00.622996 |\n", "| 15 | 0.3284 | 0:00:00.630002 | 0:00:00.069999 | 0:00:00.630002 |\n", "| 17 | 0.0 | 0:00:00.631001 | 0:00:00.046001 | 0:00:00.631001 |\n", "| 19 | 0.0 | 0:00:00.638001 | 0:00:00.062996 | 0:00:00.638001 |\n", "| 21 | 0.0 | 0:00:00.805001 | 0:00:00.080002 | 0:00:00.805001 |\n", "| 23 | 0.0 | 0:00:00.731998 | 0:00:00.058001 | 0:00:00.731998 |\n", "| 25 | 0.0 | 0:00:00.741001 | 0:00:00.065998 | 0:00:00.741001 |\n", "| Average | 0.2536 | 0:00:00.693846 | 0:00:00.058384 | 0:00:00.376115 |\n", "| Std Dev. | 0.2119 | 0.05859230877354699 | 0.010134060814297415 | 0.3205009856297409 |\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 | 0.9315 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.9521 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.9452 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.9452 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.9384 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.9384 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.9384 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.9452 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.9521 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.9521 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.9521 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.9521 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.9521 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.9457 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0068 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.9759 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.7257 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.7257 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.4724 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.4724 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.4724 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.4726 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.9759 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.9759 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.9759 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.9759 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.9759 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.7536 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.2215 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.9521 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.9452 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.9452 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.9384 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.9384 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.9384 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.9452 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.9521 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.9521 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.9521 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.9521 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.9521 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.9457 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0068 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.5625 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.5589 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.5589 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.4964 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.4964 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.4964 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.5 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.5625 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.5625 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.5625 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.5625 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.5625 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.541 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0293 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.9521 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.9452 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.9452 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.9384 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.9384 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.9384 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.9452 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.9521 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.9521 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.9521 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.9521 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.9521 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.9457 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0068 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.5987 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.5858 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.5858 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.4841 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.4841 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.4841 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.4859 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.5987 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.5987 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.5987 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.5987 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.5987 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.5591 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0505 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.9521 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.9452 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.9452 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.9384 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.9384 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.9384 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.9452 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.9521 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.9521 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.9521 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.9521 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.9521 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.9457 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0068 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.5625 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.5589 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.5589 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.4964 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.4964 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.4964 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.5 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.5625 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.5625 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.5625 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.5625 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.5625 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.541 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0293 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.1729 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.1104 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.1104 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.0548 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.0548 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.0548 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.0548 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.1729 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.1729 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.1729 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.1729 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.1729 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.1198 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0524 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.0479 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.0548 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.0548 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.0616 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.0616 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.0616 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.0548 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.0479 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.0479 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.0479 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.0479 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.0479 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.0543 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.0068 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "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 | 0.3497 | 0:00:00.596000 | 0:00:00.036000 | 0:00:00.596000 |\n", "| 3 | 0.3536 | 0:00:00.508000 | 0:00:00.043001 | 0:00:00.508000 |\n", "| 5 | 0.3523 | 0:00:00.665003 | 0:00:00.054999 | 0:00:00.665003 |\n", "| 7 | 0.3523 | 0:00:00.628998 | 0:00:00.045000 | 0:00:00.628998 |\n", "| 9 | 0.0 | 0:00:00.588005 | 0:00:00.046995 | 0:00:00.588005 |\n", "| 11 | 0.0 | 0:00:00.608000 | 0:00:00.045001 | 0:00:00.608000 |\n", "| 13 | 0.0 | 0:00:00.700999 | 0:00:00.057001 | 0:00:00.700999 |\n", "| 15 | 0.0 | 0:00:00.683999 | 0:00:00.053000 | 0:00:00.683999 |\n", "| 17 | 0.3536 | 0:00:00.590002 | 0:00:00.059998 | 0:00:00.590002 |\n", "| 19 | 0.3536 | 0:00:00.596000 | 0:00:00.046999 | 0:00:00.596000 |\n", "| 21 | 0.3536 | 0:00:00.637002 | 0:00:00.069998 | 0:00:00.637002 |\n", "| 23 | 0.3536 | 0:00:00.541002 | 0:00:00.063998 | 0:00:00.541002 |\n", "| 25 | 0.3536 | 0:00:00.833000 | 0:00:00.074001 | 0:00:00.833000 |\n", "| Average | 0.2443 | 0:00:00.628924 | 0:00:00.053538 | 0:00:00.341231 |\n", "| Std Dev. | 0.1629 | 0.07814678396526152 | 0.01076034068130477 | 0.2930506818462765 |\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 | 0.9521 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.9589 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.9658 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.9521 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.9658 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.9384 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.9521 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.9452 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.9452 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.9452 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.9452 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.9452 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.9452 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.9505 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.0081 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.8574 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.9825 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.9759 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.9825 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.4724 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.9759 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.4726 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.4726 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.4726 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.4726 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.4726 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.4726 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.6819 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.2322 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.9589 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.9658 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.9521 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.9658 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.9384 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.9521 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.9452 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.9452 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.9452 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.9452 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.9452 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.9452 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.9505 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.0081 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.6839 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.6875 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.5625 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.6875 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.4964 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.5625 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.5 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.5 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.5 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.5 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.5 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.5 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.5662 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.082 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.9589 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.9658 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.9521 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.9658 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.9384 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.9521 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.9452 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.9452 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.9452 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.9452 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.9452 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.9452 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.9505 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.0081 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.7393 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.7638 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.5987 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.7638 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.4841 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.5987 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.4859 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.4859 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.4859 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.4859 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.4859 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.4859 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.5833 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.116 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.9589 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.9658 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.9521 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.9658 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.9384 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.9521 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.9452 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.9452 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.9452 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.9452 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.9452 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.9452 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.9505 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.0081 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.6839 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.6875 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.5625 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.6875 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.4964 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.5625 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.5 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.5 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.5 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.5 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.5 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.5 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.5662 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.082 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.3155 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.4092 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.1729 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.4092 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.0548 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.1729 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.0548 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.0548 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.0548 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.0548 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.0548 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.0548 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.1633 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.1347 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.0411 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.0342 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.0479 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.0342 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.0616 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.0479 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.0548 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.0548 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.0548 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.0548 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.0548 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.0548 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.0495 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.0081 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.562999 | 0:00:00.034001 | 0:00:00.562999 |\n", "| 3 | 0.6101 | 0:00:00.549999 | 0:00:00.051002 | 0:00:00.549999 |\n", "| 5 | 0.6124 | 0:00:00.570999 | 0:00:00.035999 | 0:00:00.570999 |\n", "| 7 | 0.3536 | 0:00:00.539001 | 0:00:00.045999 | 0:00:00.539001 |\n", "| 9 | 0.6124 | 0:00:00.563001 | 0:00:00.049999 | 0:00:00.563001 |\n", "| 11 | 0.0 | 0:00:00.533000 | 0:00:00.046002 | 0:00:00.533000 |\n", "| 13 | 0.3536 | 0:00:00.568002 | 0:00:00.043996 | 0:00:00.568002 |\n", "| 15 | 0.0 | 0:00:00.527002 | 0:00:00.071000 | 0:00:00.527002 |\n", "| 17 | 0.0 | 0:00:00.647999 | 0:00:00.052001 | 0:00:00.647999 |\n", "| 19 | 0.0 | 0:00:00.624000 | 0:00:00.076998 | 0:00:00.624000 |\n", "| 21 | 0.0 | 0:00:00.649002 | 0:00:00.068999 | 0:00:00.649002 |\n", "| 23 | 0.0 | 0:00:00.662002 | 0:00:00.051002 | 0:00:00.662002 |\n", "| 25 | 0.0 | 0:00:00.657996 | 0:00:00.076000 | 0:00:00.657996 |\n", "| Average | 0.2423 | 0:00:00.588846 | 0:00:00.054077 | 0:00:00.321461 |\n", "| Std Dev. | 0.2744 | 0.04923506048326583 | 0.013914100017805688 | 0.2698211640853554 |\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 | 0.9589 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.9658 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.9726 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.9658 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.9452 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.9247 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.9315 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.9315 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.9247 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.9315 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.9315 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.9315 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.9315 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.942 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.0167 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.9824 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.9858 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.9024 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.7787 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.5968 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.6752 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.6752 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.5968 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.6387 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.6387 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.6387 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.6387 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.7378 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.1381 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.9658 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.9726 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.9658 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.9452 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.9247 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.9315 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.9315 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.9247 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.9315 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.9315 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.9315 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.9315 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.942 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.0167 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.7222 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.7778 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.7741 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.6594 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.5446 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.6002 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.6002 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.5446 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.5483 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.5483 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.5483 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.5483 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.6297 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.094 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.9658 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.9726 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.9658 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.9452 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.9247 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.9315 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.9315 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.9247 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.9315 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.9315 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.9315 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.9315 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.942 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.0167 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.7987 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.8499 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.8243 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.6999 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.5572 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.6249 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.6249 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.5572 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.5655 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.5655 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.5655 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.5655 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.6616 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.1121 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.9658 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.9726 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.9658 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.9452 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.9247 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.9315 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.9315 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.9247 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.9315 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.9315 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.9315 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.9315 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.942 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.0167 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.7222 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.7778 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.7741 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.6594 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.5446 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.6002 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.6002 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.5446 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.5483 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.5483 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.5483 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.5483 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.6297 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.094 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.4787 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.583 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.4904 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.2411 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.0826 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.1368 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.1368 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.0826 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.0918 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.0918 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.0918 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.0918 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.2326 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.1817 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.0342 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.0274 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.0342 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.0548 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.0753 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.0685 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.0685 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.0753 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.0685 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.0685 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.0685 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.0685 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.058 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.0167 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.778001 | 0:00:00.078000 | 0:00:00.778001 |\n", "| 3 | 0.6667 | 0:00:00.823999 | 0:00:00.040999 | 0:00:00.823999 |\n", "| 5 | 0.7454 | 0:00:00.643000 | 0:00:00.043000 | 0:00:00.643000 |\n", "| 7 | 0.7426 | 0:00:00.631000 | 0:00:00.047002 | 0:00:00.631000 |\n", "| 9 | 0.5731 | 0:00:00.600998 | 0:00:00.063001 | 0:00:00.600998 |\n", "| 11 | 0.3297 | 0:00:00.648001 | 0:00:00.044998 | 0:00:00.648001 |\n", "| 13 | 0.4662 | 0:00:00.644001 | 0:00:00.047999 | 0:00:00.644001 |\n", "| 15 | 0.4662 | 0:00:00.663000 | 0:00:00.065001 | 0:00:00.663000 |\n", "| 17 | 0.3297 | 0:00:00.704999 | 0:00:00.063000 | 0:00:00.704999 |\n", "| 19 | 0.3309 | 0:00:00.794001 | 0:00:00.063000 | 0:00:00.794001 |\n", "| 21 | 0.3309 | 0:00:00.725001 | 0:00:00.059999 | 0:00:00.725001 |\n", "| 23 | 0.3309 | 0:00:00.643001 | 0:00:00.069001 | 0:00:00.643001 |\n", "| 25 | 0.3309 | 0:00:00.861997 | 0:00:00.066999 | 0:00:00.861997 |\n", "| Average | 0.491 | 0:00:00.704692 | 0:00:00.057846 | 0:00:00.381269 |\n", "| Std Dev. | 0.1717 | 0.08094258914019478 | 0.0112105571014485 | 0.3285440038928212 |\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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.9603 | 0.0159 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.9644 | 0.0147 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.9589 | 0.0157 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.9548 | 0.0187 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.9425 | 0.0228 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.9466 | 0.0147 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.9425 | 0.0182 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.9412 | 0.0142 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.9412 | 0.0112 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.9398 | 0.0101 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.9384 | 0.0097 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.9384 | 0.0097 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.9477 | 0.0155 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0088 | 0.0048 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "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 | 0.7679 | 0.1474 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.9061 | 0.1043 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.9325 | 0.1036 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.8811 | 0.1013 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.7897 | 0.1917 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.6263 | 0.1916 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.754 | 0.1801 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.622 | 0.1659 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.6793 | 0.2112 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.682 | 0.2035 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.673 | 0.1966 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.6557 | 0.1875 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.6557 | 0.1875 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.7404 | 0.1671 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.104 | 0.0383 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.9603 | 0.0159 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.9644 | 0.0147 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.9589 | 0.0157 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.9548 | 0.0187 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.9425 | 0.0228 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.9466 | 0.0147 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.9425 | 0.0182 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.9412 | 0.0142 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.9412 | 0.0112 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.9398 | 0.0101 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.9384 | 0.0097 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.9384 | 0.0097 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.9477 | 0.0155 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0088 | 0.0048 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.6819 | 0.123 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.7048 | 0.118 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.6784 | 0.1313 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.6568 | 0.1353 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.5942 | 0.1489 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.6289 | 0.113 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.5942 | 0.1234 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.5637 | 0.0818 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.5533 | 0.0611 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.5422 | 0.0423 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.5311 | 0.0288 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.5311 | 0.0288 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.613 | 0.0981 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0643 | 0.0421 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.9603 | 0.0159 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.9644 | 0.0147 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.9589 | 0.0157 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.9548 | 0.0187 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.9425 | 0.0228 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.9466 | 0.0147 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.9425 | 0.0182 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.9412 | 0.0142 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.9412 | 0.0112 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.9398 | 0.0101 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.9384 | 0.0097 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.9384 | 0.0097 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.9477 | 0.0155 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0088 | 0.0048 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.7291 | 0.1324 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.7606 | 0.124 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.719 | 0.137 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.6913 | 0.1554 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.6033 | 0.1685 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.6519 | 0.126 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.6029 | 0.142 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.5795 | 0.1074 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.5698 | 0.0871 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.5566 | 0.0661 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.5411 | 0.0486 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.5411 | 0.0486 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.6367 | 0.1145 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0772 | 0.0384 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.9603 | 0.0159 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.9644 | 0.0147 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.9589 | 0.0157 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.9548 | 0.0187 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.9425 | 0.0228 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.9466 | 0.0147 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.9425 | 0.0182 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.9412 | 0.0142 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.9412 | 0.0112 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.9398 | 0.0101 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.9384 | 0.0097 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.9384 | 0.0097 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.9477 | 0.0155 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0088 | 0.0048 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.6819 | 0.123 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.7048 | 0.118 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.6784 | 0.1313 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.6568 | 0.1353 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.5942 | 0.1489 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.6289 | 0.113 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.5942 | 0.1234 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.5637 | 0.0818 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.5533 | 0.0611 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.5422 | 0.0423 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.5311 | 0.0288 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.5311 | 0.0288 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.613 | 0.0981 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0643 | 0.0421 | 0.0323872864 | 0.0089505533 | 0.038162156 |\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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.3738 | 0.2443 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.4328 | 0.2375 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.3522 | 0.2557 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.3214 | 0.2648 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.2132 | 0.2893 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.2328 | 0.1866 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.1831 | 0.2066 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.1523 | 0.1259 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.1344 | 0.0888 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.1154 | 0.0581 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.0982 | 0.0424 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.0982 | 0.0424 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.2355 | 0.18 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.1129 | 0.0923 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.0397 | 0.0159 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.0356 | 0.0147 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.0411 | 0.0157 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.0452 | 0.0187 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.0575 | 0.0228 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.0534 | 0.0147 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.0575 | 0.0182 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.0588 | 0.0142 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.0588 | 0.0112 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.0602 | 0.0101 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.0616 | 0.0097 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.0616 | 0.0097 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.0523 | 0.0155 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.0088 | 0.0048 | 0.0323872864 | 0.0089505533 | 0.038162156 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0:00:00.635000 | 0:00:00.048400 | 0:00:00.683401 |\n", "| 3 | 0.5689 | 0.2058 | 0:00:00.669599 | 0:00:00.044000 | 0:00:00.713599 |\n", "| 5 | 0.6127 | 0.1886 | 0:00:00.654000 | 0:00:00.048200 | 0:00:00.702201 |\n", "| 7 | 0.56 | 0.2149 | 0:00:00.631199 | 0:00:00.044000 | 0:00:00.675199 |\n", "| 9 | 0.4799 | 0.2966 | 0:00:00.641802 | 0:00:00.054398 | 0:00:00.696200 |\n", "| 11 | 0.3082 | 0.3225 | 0:00:00.614001 | 0:00:00.047200 | 0:00:00.661201 |\n", "| 13 | 0.4409 | 0.2677 | 0:00:00.646799 | 0:00:00.055399 | 0:00:00.702198 |\n", "| 15 | 0.3216 | 0.3065 | 0:00:00.624201 | 0:00:00.064599 | 0:00:00.688801 |\n", "| 17 | 0.2695 | 0.2497 | 0:00:00.641800 | 0:00:00.053800 | 0:00:00.695600 |\n", "| 19 | 0.2519 | 0.2227 | 0:00:00.667001 | 0:00:00.061199 | 0:00:00.728199 |\n", "| 21 | 0.2308 | 0.1943 | 0:00:00.686401 | 0:00:00.072200 | 0:00:00.758600 |\n", "| 23 | 0.2033 | 0.1662 | 0:00:00.642201 | 0:00:00.059801 | 0:00:00.702002 |\n", "| 25 | 0.2033 | 0.1662 | 0:00:00.745198 | 0:00:00.069200 | 0:00:00.814398 |\n", "| Average | 0.3901 | 0.2315 | 0:00:00.653785 | 0:00:00.055569 | 0:00:00.709354 |\n", "| Std Dev. | 0.1555 | 0.0505 | 0.0323872864 | 0.0089505533 | 0.038162156 |\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 | 0.9653 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.9653 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.9682 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.974 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.9711 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.9653 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.9624 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.9624 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.9653 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.9624 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.9624 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.9624 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.9595 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.9651 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0038 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.7767 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.8589 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.984 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.9868 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.9854 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.9826 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.8158 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.8158 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.9826 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.9812 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.9812 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.9812 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.4798 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.8932 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.1421 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.9653 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.9653 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.9682 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.974 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.9711 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.9653 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.9624 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.9624 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.9653 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.9624 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.9624 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.9624 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.9595 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.9651 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0038 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.7767 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.6056 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.6071 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.6786 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.6429 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.5714 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.5699 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.5699 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.5714 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.5357 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.5357 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.5357 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.5 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.5924 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0704 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.9653 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.9653 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.9682 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.974 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.9711 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.9653 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.9624 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.9624 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.9653 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.9624 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.9624 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.9624 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.9595 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.9651 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0038 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.7767 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.6578 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.6683 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.7565 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.7148 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.6161 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.608 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.608 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.6161 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.5571 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.5571 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.5571 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.4897 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.6295 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0804 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0.9653 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.9653 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.9682 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.974 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.9711 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.9653 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.9624 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.9624 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.9653 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.9624 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.9624 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.9624 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.9595 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.9651 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0038 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.7767 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.6056 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.6071 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.6786 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.6429 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.5714 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.5699 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.5699 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.5714 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.5357 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.5357 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.5357 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.5 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.5924 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0704 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\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 | 0.3439 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.1925 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.2461 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.3832 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.3146 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.1775 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.1299 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.1299 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.1775 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.109 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.109 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.109 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.0405 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.1894 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0997 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.0347 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.0347 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.0318 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.026 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.0289 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.0347 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.0376 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.0376 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.0347 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.0376 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.0376 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.0376 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.0405 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.0349 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.0038 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.7491 | 0:00:04.815001 | 0:00:00.106000 | 0:00:04.815001 |\n", "| 3 | 0.4622 | 0:00:04.776999 | 0:00:00.122002 | 0:00:04.776999 |\n", "| 5 | 0.4629 | 0:00:04.423999 | 0:00:00.111000 | 0:00:04.423999 |\n", "| 7 | 0.5976 | 0:00:05.603000 | 0:00:00.108001 | 0:00:05.603000 |\n", "| 9 | 0.5345 | 0:00:05.855999 | 0:00:00.119001 | 0:00:05.855999 |\n", "| 11 | 0.378 | 0:00:06.043000 | 0:00:00.116998 | 0:00:06.043000 |\n", "| 13 | 0.3774 | 0:00:05.776002 | 0:00:00.133000 | 0:00:05.776002 |\n", "| 15 | 0.3774 | 0:00:05.713998 | 0:00:00.119001 | 0:00:05.713998 |\n", "| 17 | 0.378 | 0:00:05.940002 | 0:00:00.138998 | 0:00:05.940002 |\n", "| 19 | 0.2673 | 0:00:06.123999 | 0:00:00.169004 | 0:00:06.123999 |\n", "| 21 | 0.2673 | 0:00:06.416997 | 0:00:00.147001 | 0:00:06.416997 |\n", "| 23 | 0.2673 | 0:00:06.574999 | 0:00:00.139004 | 0:00:06.574999 |\n", "| 25 | 0.0 | 0:00:06.533998 | 0:00:00.182001 | 0:00:06.533998 |\n", "| Average | 0.3938 | 0:00:05.738307 | 0:00:00.131616 | 0:00:02.934962 |\n", "| Std Dev. | 0.1757 | 0.6571652741689923 | 0.02244206102206096 | 2.841642324806528 |\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 | 0.9769 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.9682 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.9682 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.974 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.974 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.9711 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.9711 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.9653 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.9624 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.9624 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.9624 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.9624 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.9595 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.9675 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0053 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+----------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.8392 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.8439 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.984 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.9868 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.9868 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.9854 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.9854 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.9826 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.9812 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.9812 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.9812 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.9812 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.4798 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.923 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.1377 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+-----------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.9769 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.9682 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.9682 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.974 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.974 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.9711 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.9711 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.9653 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.9624 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.9624 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.9624 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.9624 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.9595 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.9675 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0053 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+-----------------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.8853 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.6756 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.6071 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.6786 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.6786 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.6429 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.6429 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.5714 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.5357 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.5357 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.5357 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.5357 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.5 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.6173 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0987 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+--------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.9769 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.9682 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.9682 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.974 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.974 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.9711 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.9711 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.9653 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.9624 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.9624 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.9624 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.9624 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.9595 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.9675 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0053 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+--------------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.8606 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.7299 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.6683 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.7565 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.7565 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.7148 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.7148 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.6161 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.5571 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.5571 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.5571 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.5571 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.4897 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.6566 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.1049 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+-----------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 13\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 | 0.9769 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.9682 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.9682 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.974 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.974 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.9711 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.9711 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.9653 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.9624 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.9624 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.9624 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.9624 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.9595 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.9675 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0053 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+-----------------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.8853 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.6756 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.6071 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.6786 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.6786 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.6429 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.6429 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.5714 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.5357 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.5357 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.5357 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.5357 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.5 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.6173 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0987 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\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 | 0.5488 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.2811 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.2461 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.3832 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.3832 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.3146 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.3146 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.1775 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.109 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.109 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.109 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.109 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.0405 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.2404 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.1419 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+-----------------------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "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 | 0.0231 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.0318 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.0318 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.026 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.026 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.0289 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.0289 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.0347 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.0376 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.0376 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.0376 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.0376 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.0405 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.0325 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.0053 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\n", "+----------+--------+--------------------+----------------------+------------------+\n", "metric Euclidean\n", "measure G Mean\n", "0 13\n", "1 13\n", "2 13\n", "3 13\n", "4 13\n", "5 13\n", "6 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 | 0.8797 | 0:00:04.295001 | 0:00:00.092999 | 0:00:04.295001 |\n", "| 3 | 0.5958 | 0:00:05.721001 | 0:00:00.107999 | 0:00:05.721001 |\n", "| 5 | 0.4629 | 0:00:04.706001 | 0:00:00.108999 | 0:00:04.706001 |\n", "| 7 | 0.5976 | 0:00:05.217001 | 0:00:00.100998 | 0:00:05.217001 |\n", "| 9 | 0.5976 | 0:00:06.455002 | 0:00:00.146999 | 0:00:06.455002 |\n", "| 11 | 0.5345 | 0:00:06.793000 | 0:00:00.165002 | 0:00:06.793000 |\n", "| 13 | 0.5345 | 0:00:07.247998 | 0:00:00.165000 | 0:00:07.247998 |\n", "| 15 | 0.378 | 0:00:06.456002 | 0:00:00.126997 | 0:00:06.456002 |\n", "| 17 | 0.2673 | 0:00:06.906002 | 0:00:00.123999 | 0:00:06.906002 |\n", "| 19 | 0.2673 | 0:00:06.686999 | 0:00:00.176002 | 0:00:06.686999 |\n", "| 21 | 0.2673 | 0:00:06.863999 | 0:00:00.166001 | 0:00:06.863999 |\n", "| 23 | 0.2673 | 0:00:07.143000 | 0:00:00.165998 | 0:00:07.143000 |\n", "| 25 | 0.0 | 0:00:06.703000 | 0:00:00.153000 | 0:00:06.703000 |\n", "| Average | 0.4346 | 0:00:06.245693 | 0:00:00.138461 | 0:00:03.192077 |\n", "| Std Dev. | 0.2152 | 0.9168889780955259 | 0.028046414014664907 | 3.12174717002858 |\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" ] } ], "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", " for k in kList:\n", " time1=time.time()\n", " pred=[]\n", " print(\"k\",k)\n", " distances_class=[]\n", " neighs_class=[]\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", " m2=func(test_data[t,:],r_mean)#+np.nanmin(dist)\n", " total_d+=m2 \n", " #cl_rdist.append(total_d) \n", " f1=True\n", " if len(neighs_class[c])>0:\n", " neigh_vals=[class_dist[c][i] for i in neighs_class[c][t]]\n", " r1_mean=np.nanmean(neigh_vals,axis=0)\n", " m2=func(test_data[t,:],r1_mean)+np.nanmin(distances_class[c][t])\n", " total_d+=m2\n", " f2=True\n", " if f1==True :\n", " cl_rdist.append(total_d) \n", " else:\n", " cl_rdist.append(np.inf) \n", " \n", " cl_rdist=np.array(cl_rdist)\n", " class_weight = np.array(cl_rdist**-1)\n", " membership = class_weight/ np.nansum(class_weight)\n", " maxInd=np.argmax(membership)\n", " pred.append(clss[maxInd]) \n", "\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 = \"LMGL-FkNN\\\\Imbalanced Datasets(2024 paln)\"\n", " if not os.path.exists(path):\n", " os.makedirs(path)\n", " fname=path+'\\\\table_'+dataset+'_'+met+'-LMGL-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": null, "metadata": {}, "outputs": [], "source": [ "test=[1,2,3,4]\n", "print(test[0:-1])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "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 }