{ "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'Noisy Dataets\\\\heart h-an-nn'\n", "293\n", "arr (293, 13)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7797 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7966 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.7797 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.8136 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7966 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.7797 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.7627 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.7627 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7458 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7458 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7458 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.7627 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.7797 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.7797 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7797 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.774 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0192 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8102 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.8408 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.8102 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.8515 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.8408 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.8102 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.798 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.798 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7689 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7689 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7689 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.798 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.8102 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.8102 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7961 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.8054 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0245 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7797 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7966 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.7797 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.8136 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7966 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.7797 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.7627 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.7627 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7458 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7458 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7458 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.7627 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.7797 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.7797 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7797 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.774 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0192 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7582 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7733 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.7582 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.7925 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7733 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.7582 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.7389 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.7389 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7238 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7238 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7238 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.7389 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.7582 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.7582 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7622 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.752 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0196 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7797 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7966 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.7797 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.8136 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7966 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.7797 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.7627 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.7627 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7458 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7458 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7458 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.7627 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.7797 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.7797 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7797 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.774 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0192 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7622 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7782 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.7622 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.7988 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7782 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.7622 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.7412 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.7412 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7256 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7256 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7256 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.7412 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.7622 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.7622 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7665 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.7555 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0209 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7797 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7966 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.7797 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.8136 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7966 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.7797 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.7627 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.7627 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.7458 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.7458 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.7458 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.7627 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.7797 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.7797 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.7797 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.774 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0192 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8347 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.8475 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.8347 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.8602 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.8475 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.8347 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.822 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.822 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.8093 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.8093 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.8093 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.822 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.8347 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.8347 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.8347 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.8305 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0144 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6813 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.7024 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.6813 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.724 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.7024 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.6813 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.6608 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.6608 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.6409 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.6409 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.6409 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.6608 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.6813 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.6813 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.6813 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.6748 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0234 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4407 | 0:00:00.145001 | 0:00:00.026003 | 0:00:00.145001 |\n", "| 2 | 0.4068 | 0:00:00.160997 | 0:00:00.026000 | 0:00:00.160997 |\n", "| 3 | 0.4407 | 0:00:00.142002 | 0:00:00.018999 | 0:00:00.142002 |\n", "| 4 | 0.3729 | 0:00:00.156000 | 0:00:00.020000 | 0:00:00.156000 |\n", "| 5 | 0.4068 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 6 | 0.4407 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 7 | 0.4746 | 0:00:00.169000 | 0:00:00.038002 | 0:00:00.169000 |\n", "| 8 | 0.4746 | 0:00:00.197999 | 0:00:00.030999 | 0:00:00.197999 |\n", "| 9 | 0.5085 | 0:00:00.195000 | 0:00:00.044000 | 0:00:00.195000 |\n", "| 10 | 0.5085 | 0:00:00.171002 | 0:00:00.037998 | 0:00:00.171002 |\n", "| 11 | 0.5085 | 0:00:00.164003 | 0:00:00.027998 | 0:00:00.164003 |\n", "| 12 | 0.4746 | 0:00:00.182000 | 0:00:00.027000 | 0:00:00.182000 |\n", "| 13 | 0.4407 | 0:00:00.137000 | 0:00:00.023998 | 0:00:00.137000 |\n", "| 14 | 0.4407 | 0:00:00.166000 | 0:00:00.028002 | 0:00:00.166000 |\n", "| 15 | 0.4407 | 0:00:00.171999 | 0:00:00.024999 | 0:00:00.171999 |\n", "| Average | 0.452 | 0:00:00.164934 | 0:00:00.028000 | 0:00:00.096467 |\n", "| Std Dev. | 0.0385 | 0.016913083180848575 | 0.006957214991498294 | 0.06967737533114828 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.8085 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.8085 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8511 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8298 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8298 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8298 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8298 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8298 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8298 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8298 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8298 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8298 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8298 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8298 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.827 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0106 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8095 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.8095 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.8095 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8569 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8396 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8284 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8284 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8284 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8284 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8284 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8284 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8284 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8284 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8284 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8284 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.8273 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0115 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.8085 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.8085 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8511 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8298 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8298 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8298 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8298 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8298 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8298 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8298 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8298 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8298 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8298 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8298 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.827 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0106 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7885 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.7885 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.7885 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8327 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8064 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8148 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8148 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8148 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8148 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8148 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8148 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8148 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8148 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8148 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8148 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.8102 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.012 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.8085 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.8085 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8511 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8298 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8298 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8298 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8298 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8298 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8298 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8298 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8298 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8298 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8298 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8298 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.827 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0106 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7952 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.7952 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.7952 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8407 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8157 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8199 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8199 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8199 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8199 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8199 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8199 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8199 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8199 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8199 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8199 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.8161 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0117 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.8085 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.8085 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8511 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8298 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8298 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8298 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8298 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8298 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8298 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8298 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8298 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8298 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8298 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8298 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.827 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0106 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8564 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.8564 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.8564 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.8883 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.8723 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.8723 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.8723 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.8723 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.8723 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.8723 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.8723 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.8723 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.8723 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.8723 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.8723 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.8702 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.008 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7175 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.7175 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.7175 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.774 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.7453 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.7453 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.7453 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.7453 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.7453 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.7453 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.7453 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.7453 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.7453 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.7453 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.7453 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.7416 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.014 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.383 | 0:00:00.088000 | 0:00:00.014999 | 0:00:00.088000 |\n", "| 2 | 0.383 | 0:00:00.087000 | 0:00:00.018001 | 0:00:00.087000 |\n", "| 3 | 0.383 | 0:00:00.090000 | 0:00:00.019001 | 0:00:00.090000 |\n", "| 4 | 0.2979 | 0:00:00.111001 | 0:00:00.014998 | 0:00:00.111001 |\n", "| 5 | 0.3404 | 0:00:00.086000 | 0:00:00.015999 | 0:00:00.086000 |\n", "| 6 | 0.3404 | 0:00:00.087000 | 0:00:00.020000 | 0:00:00.087000 |\n", "| 7 | 0.3404 | 0:00:00.098003 | 0:00:00.016001 | 0:00:00.098003 |\n", "| 8 | 0.3404 | 0:00:00.101996 | 0:00:00.017000 | 0:00:00.101996 |\n", "| 9 | 0.3404 | 0:00:00.098001 | 0:00:00.018000 | 0:00:00.098001 |\n", "| 10 | 0.3404 | 0:00:00.103000 | 0:00:00.028001 | 0:00:00.103000 |\n", "| 11 | 0.3404 | 0:00:00.146999 | 0:00:00.024000 | 0:00:00.146999 |\n", "| 12 | 0.3404 | 0:00:00.100003 | 0:00:00.020000 | 0:00:00.100003 |\n", "| 13 | 0.3404 | 0:00:00.093997 | 0:00:00.019000 | 0:00:00.093997 |\n", "| 14 | 0.3404 | 0:00:00.114000 | 0:00:00.024000 | 0:00:00.114000 |\n", "| 15 | 0.3404 | 0:00:00.123005 | 0:00:00.035998 | 0:00:00.123005 |\n", "| Average | 0.3461 | 0:00:00.101867 | 0:00:00.020333 | 0:00:00.061100 |\n", "| Std Dev. | 0.0212 | 0.015995481529044602 | 0.005485104552472948 | 0.042484243404867596 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8947 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8947 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9211 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9211 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9211 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9211 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9211 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9211 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9211 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9211 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9211 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9211 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9211 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9211 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.9158 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0105 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8964 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8964 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8964 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9483 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9483 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9483 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9483 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9483 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9483 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9483 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9483 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9483 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9483 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9483 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9483 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.9379 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0207 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8947 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8947 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9211 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9211 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9211 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9211 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9211 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9211 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9211 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9211 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9211 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9211 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9211 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9211 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.9158 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0105 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8558 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8558 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8558 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.875 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.875 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.875 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.875 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.875 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.875 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.875 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.875 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.875 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.875 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.875 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.875 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.8712 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0077 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8947 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8947 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9211 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9211 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9211 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9211 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9211 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9211 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9211 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9211 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9211 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9211 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9211 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9211 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.9158 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0105 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8721 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8721 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8721 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9013 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9013 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9013 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9013 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9013 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9013 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9013 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9013 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9013 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9013 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9013 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9013 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.8954 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0117 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8947 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8947 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9211 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9211 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9211 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9211 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9211 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9211 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9211 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9211 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9211 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9211 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9211 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9211 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.9158 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0105 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9211 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.9211 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.9211 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.9408 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.9408 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.9408 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.9408 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.9408 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.9408 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.9408 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.9408 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.9408 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.9408 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.9408 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.9408 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.9368 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0079 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8356 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.8356 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.8356 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.8747 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.8747 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.8747 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.8747 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.8747 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.8747 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.8747 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.8747 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.8747 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.8747 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.8747 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.8747 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.8669 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0156 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.2105 | 0:00:00.072999 | 0:00:00.011000 | 0:00:00.072999 |\n", "| 2 | 0.2105 | 0:00:00.099000 | 0:00:00.016001 | 0:00:00.099000 |\n", "| 3 | 0.2105 | 0:00:00.084001 | 0:00:00.019999 | 0:00:00.084001 |\n", "| 4 | 0.1579 | 0:00:00.103999 | 0:00:00.023000 | 0:00:00.103999 |\n", "| 5 | 0.1579 | 0:00:00.115000 | 0:00:00.024000 | 0:00:00.115000 |\n", "| 6 | 0.1579 | 0:00:00.071001 | 0:00:00.016000 | 0:00:00.071001 |\n", "| 7 | 0.1579 | 0:00:00.075998 | 0:00:00.013000 | 0:00:00.075998 |\n", "| 8 | 0.1579 | 0:00:00.088000 | 0:00:00.016001 | 0:00:00.088000 |\n", "| 9 | 0.1579 | 0:00:00.076998 | 0:00:00.021001 | 0:00:00.076998 |\n", "| 10 | 0.1579 | 0:00:00.076000 | 0:00:00.018000 | 0:00:00.076000 |\n", "| 11 | 0.1579 | 0:00:00.092000 | 0:00:00.018000 | 0:00:00.092000 |\n", "| 12 | 0.1579 | 0:00:00.098000 | 0:00:00.020999 | 0:00:00.098000 |\n", "| 13 | 0.1579 | 0:00:00.082999 | 0:00:00.014999 | 0:00:00.082999 |\n", "| 14 | 0.1579 | 0:00:00.108001 | 0:00:00.025000 | 0:00:00.108001 |\n", "| 15 | 0.1579 | 0:00:00.106003 | 0:00:00.029999 | 0:00:00.106003 |\n", "| Average | 0.1684 | 0:00:00.090000 | 0:00:00.019133 | 0:00:00.054567 |\n", "| Std Dev. | 0.0211 | 0.013784485361234363 | 0.004842170109940753 | 0.036908683432582925 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.9 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.9 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.8667 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.8667 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.9 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.9 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.9 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.9 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.8667 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.8667 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.8667 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.8667 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.8333 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.8333 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.8756 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.0227 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9167 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.9348 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.9348 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.8693 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.9167 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.9348 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.9348 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.9348 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.9348 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.6212 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.6212 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.6212 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.6212 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.5774 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.5774 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.7967 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.1566 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.9 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.9 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.8667 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.8667 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.9 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.9 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.9 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.9 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.8667 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.8667 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.8667 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.8667 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.8333 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.8333 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.8756 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.0227 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.85 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.85 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.825 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.8 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.85 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.85 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.85 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.85 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.55 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.55 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.55 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.55 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.5333 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.5333 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.7194 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.1439 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.9 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.9 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.8667 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.8667 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.9 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.9 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.9 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.9 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.8667 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.8667 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.8667 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.8667 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.8333 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.8333 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.8756 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.0227 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8295 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.8769 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.8769 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.8413 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.8295 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.8769 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.8769 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.8769 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.8769 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.5761 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.5761 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.5761 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.5761 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.5519 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.5519 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.7447 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.1453 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.9 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.9 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.8667 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.8667 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.9 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.9 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.9 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.9 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.8667 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.8667 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.8667 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.8667 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.8333 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.8333 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.8756 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.0227 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.925 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.925 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.9 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.9 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.925 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.925 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.925 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.925 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.9 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.9 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.9 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.9 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.875 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.875 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.9067 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.017 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7956 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.8433 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.8433 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.7956 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.7956 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.8433 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.8433 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.8433 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.8433 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.7956 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.7956 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.7956 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.7956 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.75 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.75 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.8086 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.0319 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.2667 | 0:00:00.055000 | 0:00:00.009001 | 0:00:00.055000 |\n", "| 2 | 0.2 | 0:00:00.055997 | 0:00:00.009000 | 0:00:00.055997 |\n", "| 3 | 0.2 | 0:00:00.051000 | 0:00:00.014001 | 0:00:00.051000 |\n", "| 4 | 0.2667 | 0:00:00.054000 | 0:00:00.013002 | 0:00:00.054000 |\n", "| 5 | 0.2667 | 0:00:00.050999 | 0:00:00.011000 | 0:00:00.050999 |\n", "| 6 | 0.2 | 0:00:00.069000 | 0:00:00.014998 | 0:00:00.069000 |\n", "| 7 | 0.2 | 0:00:00.068002 | 0:00:00.011998 | 0:00:00.068002 |\n", "| 8 | 0.2 | 0:00:00.062001 | 0:00:00.011000 | 0:00:00.062001 |\n", "| 9 | 0.2 | 0:00:00.057001 | 0:00:00.022003 | 0:00:00.057001 |\n", "| 10 | 0.2333 | 0:00:00.059996 | 0:00:00.012000 | 0:00:00.059996 |\n", "| 11 | 0.2333 | 0:00:00.092001 | 0:00:00.012002 | 0:00:00.092001 |\n", "| 12 | 0.2333 | 0:00:00.061999 | 0:00:00.013000 | 0:00:00.061999 |\n", "| 13 | 0.2333 | 0:00:00.076998 | 0:00:00.023000 | 0:00:00.076998 |\n", "| 14 | 0.3 | 0:00:00.072000 | 0:00:00.021000 | 0:00:00.072000 |\n", "| 15 | 0.3 | 0:00:00.069999 | 0:00:00.016000 | 0:00:00.069999 |\n", "| Average | 0.2356 | 0:00:00.063733 | 0:00:00.014200 | 0:00:00.038967 |\n", "| Std Dev. | 0.0354 | 0.010798288002928607 | 0.0043238625795232665 | 0.026096260186148572 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.7917 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.7917 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.7917 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.7917 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.7917 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.75 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.7917 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.7917 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.7917 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.7917 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.7917 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.7917 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.7917 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.7917 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.7861 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0142 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.493 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.537 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.537 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.537 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.537 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.537 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.493 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.537 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.537 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.537 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.537 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.537 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.537 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.537 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.537 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.5312 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.015 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.7917 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.7917 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.7917 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.7917 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.7917 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.75 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.7917 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.7917 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.7917 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.7917 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.7917 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.7917 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.7917 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.7917 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.7861 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0142 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4972 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.5194 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.5194 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.5194 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.5194 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.5194 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.4972 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.5194 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.5194 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.5194 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.5194 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.5194 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.5194 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.5194 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.5194 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.5165 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0076 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.7917 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.7917 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.7917 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.7917 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.7917 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.75 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.7917 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.7917 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.7917 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.7917 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.7917 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.7917 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.7917 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.7917 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.7861 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0142 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4931 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.5209 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.5209 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.5209 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.5209 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.5209 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.4931 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.5209 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.5209 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.5209 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.5209 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.5209 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.5209 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.5209 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.5209 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.5172 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0095 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.75 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.7917 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.7917 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.7917 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.7917 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.7917 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.75 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.7917 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.7917 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.7917 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.7917 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.7917 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.7917 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.7917 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.7917 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.7861 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0142 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8125 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.8437 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.8437 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.8437 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.8437 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.8437 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.8125 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.8437 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.8437 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.8437 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.8437 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.8437 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.8437 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.8437 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.8437 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.8396 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0106 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6458 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.6962 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.6962 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.6962 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.6962 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.6962 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.6458 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.6962 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.6962 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.6962 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.6962 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.6962 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.6962 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.6962 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.6962 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.6895 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0171 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4583 | 0:00:00.053001 | 0:00:00.010000 | 0:00:00.053001 |\n", "| 2 | 0.375 | 0:00:00.044001 | 0:00:00.007000 | 0:00:00.044001 |\n", "| 3 | 0.375 | 0:00:00.039998 | 0:00:00.008999 | 0:00:00.039998 |\n", "| 4 | 0.375 | 0:00:00.036001 | 0:00:00.006999 | 0:00:00.036001 |\n", "| 5 | 0.375 | 0:00:00.036000 | 0:00:00.007999 | 0:00:00.036000 |\n", "| 6 | 0.375 | 0:00:00.046000 | 0:00:00.009007 | 0:00:00.046000 |\n", "| 7 | 0.4583 | 0:00:00.044993 | 0:00:00.009002 | 0:00:00.044993 |\n", "| 8 | 0.375 | 0:00:00.034997 | 0:00:00.008001 | 0:00:00.034997 |\n", "| 9 | 0.375 | 0:00:00.053001 | 0:00:00.007000 | 0:00:00.053001 |\n", "| 10 | 0.375 | 0:00:00.034000 | 0:00:00.007999 | 0:00:00.034000 |\n", "| 11 | 0.375 | 0:00:00.051999 | 0:00:00.012000 | 0:00:00.051999 |\n", "| 12 | 0.375 | 0:00:00.050001 | 0:00:00.011000 | 0:00:00.050001 |\n", "| 13 | 0.375 | 0:00:00.040999 | 0:00:00.011001 | 0:00:00.040999 |\n", "| 14 | 0.375 | 0:00:00.052999 | 0:00:00.010001 | 0:00:00.052999 |\n", "| 15 | 0.375 | 0:00:00.056000 | 0:00:00.010999 | 0:00:00.056000 |\n", "| Average | 0.3861 | 0:00:00.044933 | 0:00:00.009134 | 0:00:00.027033 |\n", "| Std Dev. | 0.0283 | 0.007362108505487993 | 0.0015861083041880928 | 0.018674786088353833 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.8383 | 0.0486 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.8349 | 0.0518 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.8488 | 0.0448 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.8412 | 0.0482 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.8444 | 0.0568 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.8327 | 0.0694 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.841 | 0.061 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.8377 | 0.0655 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.831 | 0.0603 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.831 | 0.0603 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.8344 | 0.0557 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.8378 | 0.0516 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.8311 | 0.0496 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.8311 | 0.0496 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.8357 | 0.0551 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0067 | 0.0068 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7852 | 0.1525 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.8037 | 0.1402 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.7976 | 0.1391 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.8126 | 0.1422 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.8165 | 0.146 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.8118 | 0.148 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.8005 | 0.1644 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.8093 | 0.1481 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.8035 | 0.149 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.7408 | 0.1465 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.7408 | 0.1465 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.7466 | 0.1481 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.749 | 0.149 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.7403 | 0.1573 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.7374 | 0.1562 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.7797 | 0.1489 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0313 | 0.0064 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.8383 | 0.0486 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.8349 | 0.0518 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.8488 | 0.0448 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.8412 | 0.0482 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.8444 | 0.0568 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.8327 | 0.0694 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.841 | 0.061 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.8377 | 0.0655 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.831 | 0.0603 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.831 | 0.0603 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.8344 | 0.0557 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.8378 | 0.0516 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.8311 | 0.0496 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.8311 | 0.0496 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.8357 | 0.0551 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0067 | 0.0068 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7399 | 0.1254 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.7574 | 0.1234 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.7544 | 0.1231 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.7689 | 0.1275 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.7548 | 0.1224 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.7635 | 0.1282 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.7552 | 0.1369 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.7596 | 0.1286 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.7566 | 0.1292 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.6966 | 0.141 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.6966 | 0.141 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.6996 | 0.1417 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.7035 | 0.143 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.7002 | 0.1467 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.701 | 0.147 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.7339 | 0.1337 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0286 | 0.0087 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.8383 | 0.0486 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.8349 | 0.0518 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.8488 | 0.0448 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.8412 | 0.0482 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.8444 | 0.0568 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.8327 | 0.0694 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.841 | 0.061 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.8377 | 0.0655 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.831 | 0.0603 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.831 | 0.0603 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.8344 | 0.0557 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.8378 | 0.0516 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.8311 | 0.0496 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.8311 | 0.0496 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.8357 | 0.0551 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0067 | 0.0068 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7504 | 0.1337 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.7686 | 0.1301 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.7654 | 0.13 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.7806 | 0.1339 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.7691 | 0.1304 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.7762 | 0.1364 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.7665 | 0.1474 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.7721 | 0.1371 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.7689 | 0.138 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.7088 | 0.1432 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.7088 | 0.1432 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.7119 | 0.1437 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.7161 | 0.1448 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.7113 | 0.1497 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.7121 | 0.1501 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.7458 | 0.1395 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0287 | 0.0068 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.8383 | 0.0486 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.8349 | 0.0518 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.8488 | 0.0448 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.8412 | 0.0482 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.8444 | 0.0568 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.8327 | 0.0694 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.841 | 0.061 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.8377 | 0.0655 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.831 | 0.0603 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.831 | 0.0603 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.8344 | 0.0557 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.8378 | 0.0516 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.8311 | 0.0496 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.8311 | 0.0496 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.8357 | 0.0551 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0067 | 0.0068 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8649 | 0.0403 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.8787 | 0.0364 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.8762 | 0.0389 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.8866 | 0.0336 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.8809 | 0.0361 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.8833 | 0.0426 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.8745 | 0.052 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.8808 | 0.0457 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.8782 | 0.0491 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.8732 | 0.0452 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.8732 | 0.0452 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.8758 | 0.0418 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.8783 | 0.0387 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.8733 | 0.0372 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.8733 | 0.0372 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.8768 | 0.0414 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.005 | 0.0051 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7352 | 0.0706 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.759 | 0.0661 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.7548 | 0.0701 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.7729 | 0.0619 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.7628 | 0.0663 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.7682 | 0.0778 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.754 | 0.0927 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.7641 | 0.0826 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.7601 | 0.0878 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.7505 | 0.0805 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.7505 | 0.0805 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.7545 | 0.0753 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.7586 | 0.0705 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.7495 | 0.0681 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.7495 | 0.0681 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.7563 | 0.0746 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0088 | 0.0085 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3518 | 0.0974 | 0:00:00.082800 | 0:00:00.014200 | 0:00:00.097001 |\n", "| 2 | 0.3151 | 0.0903 | 0:00:00.089399 | 0:00:00.015200 | 0:00:00.104599 |\n", "| 3 | 0.3218 | 0.0979 | 0:00:00.081400 | 0:00:00.016200 | 0:00:00.097600 |\n", "| 4 | 0.2941 | 0.0801 | 0:00:00.092200 | 0:00:00.015600 | 0:00:00.107800 |\n", "| 5 | 0.3094 | 0.0889 | 0:00:00.089000 | 0:00:00.015600 | 0:00:00.104599 |\n", "| 6 | 0.3028 | 0.107 | 0:00:00.086400 | 0:00:00.017401 | 0:00:00.103801 |\n", "| 7 | 0.3262 | 0.1296 | 0:00:00.091199 | 0:00:00.017601 | 0:00:00.108800 |\n", "| 8 | 0.3096 | 0.1162 | 0:00:00.096999 | 0:00:00.016600 | 0:00:00.113599 |\n", "| 9 | 0.3164 | 0.1262 | 0:00:00.096000 | 0:00:00.022401 | 0:00:00.118401 |\n", "| 10 | 0.323 | 0.1206 | 0:00:00.088799 | 0:00:00.020800 | 0:00:00.109599 |\n", "| 11 | 0.323 | 0.1206 | 0:00:00.109400 | 0:00:00.018800 | 0:00:00.128200 |\n", "| 12 | 0.3162 | 0.1105 | 0:00:00.098401 | 0:00:00.018400 | 0:00:00.116801 |\n", "| 13 | 0.3095 | 0.1012 | 0:00:00.086399 | 0:00:00.018400 | 0:00:00.104799 |\n", "| 14 | 0.3228 | 0.0945 | 0:00:00.102600 | 0:00:00.021600 | 0:00:00.124200 |\n", "| 15 | 0.3228 | 0.0945 | 0:00:00.105401 | 0:00:00.023599 | 0:00:00.129000 |\n", "| Average | 0.3176 | 0.105 | 0:00:00.093093 | 0:00:00.018160 | 0:00:00.111253 |\n", "| Std Dev. | 0.0125 | 0.0145 | 0.0079379593 | 0.0027277327 | 0.0098425045 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\ionosphere-an-nn'\n", "350\n", "arr (350, 34)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8714 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.9 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.9143 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.9143 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9286 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9286 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9286 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9286 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.9143 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9286 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9286 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9286 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9429 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9429 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9286 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9219 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0172 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8644 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.9033 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.9252 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.9252 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9357 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9357 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9357 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9357 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.9252 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9357 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9357 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9267 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9388 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9388 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9212 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9255 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0187 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8714 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.9 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.9143 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.9143 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9286 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9286 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9286 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9286 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.9143 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9286 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9286 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9286 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9429 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9429 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9286 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9219 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0172 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8584 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.8811 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.8925 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.8925 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9117 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9117 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9117 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9117 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.8925 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9117 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9117 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9196 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9388 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9388 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9274 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9075 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0206 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8714 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.9 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.9143 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.9143 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9286 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9286 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9286 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9286 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.9143 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9286 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9286 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9286 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9429 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9429 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9286 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9219 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0172 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8612 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.8901 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.9049 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.9049 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9215 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9215 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9215 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9215 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.9049 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9215 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9215 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9229 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9388 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9388 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9241 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9146 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0189 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8714 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.9 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.9143 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.9143 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9286 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9286 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9286 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9286 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.9143 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9286 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9286 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9286 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9429 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9429 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9286 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9219 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0172 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8584 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.8811 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.8925 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.8925 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.9117 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.9117 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.9117 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.9117 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.8925 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.9117 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.9117 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.9196 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.9388 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.9388 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.9274 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.9075 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0206 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7499 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.8089 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.8424 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.8424 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.8665 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.8665 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.8665 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.8665 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.8424 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.8665 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.8665 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.8567 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.8806 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.8806 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.8491 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.8501 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0321 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.1286 | 0:00:00.430001 | 0:00:00.025999 | 0:00:00.430001 |\n", "| 2 | 0.1 | 0:00:00.344000 | 0:00:00.018003 | 0:00:00.344000 |\n", "| 3 | 0.0857 | 0:00:00.415998 | 0:00:00.018001 | 0:00:00.415998 |\n", "| 4 | 0.0857 | 0:00:00.331999 | 0:00:00.021000 | 0:00:00.331999 |\n", "| 5 | 0.0714 | 0:00:00.389000 | 0:00:00.022000 | 0:00:00.389000 |\n", "| 6 | 0.0714 | 0:00:00.372999 | 0:00:00.028001 | 0:00:00.372999 |\n", "| 7 | 0.0714 | 0:00:00.431999 | 0:00:00.037001 | 0:00:00.431999 |\n", "| 8 | 0.0714 | 0:00:00.439999 | 0:00:00.034999 | 0:00:00.439999 |\n", "| 9 | 0.0857 | 0:00:00.514003 | 0:00:00.021998 | 0:00:00.514003 |\n", "| 10 | 0.0714 | 0:00:00.421000 | 0:00:00.025000 | 0:00:00.421000 |\n", "| 11 | 0.0714 | 0:00:00.357999 | 0:00:00.026000 | 0:00:00.357999 |\n", "| 12 | 0.0714 | 0:00:00.355001 | 0:00:00.028001 | 0:00:00.355001 |\n", "| 13 | 0.0571 | 0:00:00.381999 | 0:00:00.032001 | 0:00:00.381999 |\n", "| 14 | 0.0571 | 0:00:00.295999 | 0:00:00.022000 | 0:00:00.295999 |\n", "| 15 | 0.0714 | 0:00:00.340001 | 0:00:00.027000 | 0:00:00.340001 |\n", "| Average | 0.0781 | 0:00:00.388133 | 0:00:00.025800 | 0:00:00.206967 |\n", "| Std Dev. | 0.0172 | 0.05306886107736996 | 0.005467286918034958 | 0.1850524184394555 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9464 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9464 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9286 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9107 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9107 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9286 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9286 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9286 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9286 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9286 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9286 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9464 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9464 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9286 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.9321 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0117 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9467 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9467 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9467 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9222 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9222 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9222 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9222 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9222 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9222 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9222 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9467 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9467 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9222 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.9274 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0154 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9464 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9464 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9286 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9107 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9107 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9286 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9286 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9286 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9286 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9286 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9286 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9464 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9464 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9286 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.9321 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0117 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9361 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9361 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9361 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9222 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9083 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9083 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9222 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9222 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9222 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9222 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9222 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9222 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9361 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9361 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9222 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.925 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0091 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9464 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9464 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9286 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9107 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9107 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9286 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9286 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9286 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9286 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9286 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9286 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9464 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9464 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9286 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.9321 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0117 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.941 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.941 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.941 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9222 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9038 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9038 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9222 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9222 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9222 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9222 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9222 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9222 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.941 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.941 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9222 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.926 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0122 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9464 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9464 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9286 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9107 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9107 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9286 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9286 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9286 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9286 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9286 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9286 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9464 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9464 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9286 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.9321 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0117 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.9361 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.9361 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.9361 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.9222 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.9083 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.9083 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.9222 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.9222 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.9222 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.9222 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.9222 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.9222 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.9361 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.9361 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.9222 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.925 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0091 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.8883 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.8883 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.8883 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.8457 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.8071 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.8071 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.8457 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.8457 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.8457 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.8457 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.8457 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.8457 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.8883 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.8883 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.8457 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.8548 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0269 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 1 | 0.0536 | 0:00:00.206000 | 0:00:00.016000 | 0:00:00.206000 |\n", "| 2 | 0.0536 | 0:00:00.310000 | 0:00:00.018000 | 0:00:00.310000 |\n", "| 3 | 0.0536 | 0:00:00.313000 | 0:00:00.024000 | 0:00:00.313000 |\n", "| 4 | 0.0714 | 0:00:00.286000 | 0:00:00.016000 | 0:00:00.286000 |\n", "| 5 | 0.0893 | 0:00:00.256999 | 0:00:00.022000 | 0:00:00.256999 |\n", "| 6 | 0.0893 | 0:00:00.256000 | 0:00:00.021002 | 0:00:00.256000 |\n", "| 7 | 0.0714 | 0:00:00.252998 | 0:00:00.016001 | 0:00:00.252998 |\n", "| 8 | 0.0714 | 0:00:00.272001 | 0:00:00.022000 | 0:00:00.272001 |\n", "| 9 | 0.0714 | 0:00:00.260000 | 0:00:00.016999 | 0:00:00.260000 |\n", "| 10 | 0.0714 | 0:00:00.260006 | 0:00:00.019997 | 0:00:00.260006 |\n", "| 11 | 0.0714 | 0:00:00.225999 | 0:00:00.023999 | 0:00:00.225999 |\n", "| 12 | 0.0714 | 0:00:00.237999 | 0:00:00.021999 | 0:00:00.237999 |\n", "| 13 | 0.0536 | 0:00:00.258002 | 0:00:00.023998 | 0:00:00.258002 |\n", "| 14 | 0.0536 | 0:00:00.231001 | 0:00:00.025000 | 0:00:00.231001 |\n", "| 15 | 0.0714 | 0:00:00.238000 | 0:00:00.019000 | 0:00:00.238000 |\n", "| Average | 0.0679 | 0:00:00.257600 | 0:00:00.020400 | 0:00:00.139000 |\n", "| Std Dev. | 0.0117 | 0.02828621468704419 | 0.0031154532729223304 | 0.12029524503477963 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8667 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8889 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8889 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8889 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8889 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.9111 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.9111 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9333 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9333 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9333 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9556 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9556 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9556 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9556 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9556 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.9215 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0302 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8833 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8998 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.9194 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.9194 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.9194 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.9333 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.9333 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9483 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9483 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9483 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9643 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9643 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9643 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9643 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9643 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.9383 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0249 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8667 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8889 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8889 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8889 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8889 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.9111 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.9111 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9333 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9333 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9333 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9556 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9556 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9556 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9556 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9556 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.9215 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0302 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8492 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8755 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8684 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8684 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8684 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.8947 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.8947 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9211 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9211 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9211 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9474 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9474 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9474 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9474 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9474 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.908 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0345 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8667 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8889 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8889 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8889 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8889 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.9111 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.9111 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9333 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9333 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9333 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9556 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9556 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9556 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9556 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9556 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.9215 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0302 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8582 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8831 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8804 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8804 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8804 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.9055 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.9055 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9299 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9299 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9299 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9537 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9537 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9537 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9537 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9537 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.9168 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0328 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8667 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8889 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8889 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8889 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8889 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.9111 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.9111 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9333 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9333 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9333 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9556 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9556 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9556 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9556 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9556 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.9215 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0302 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8492 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.8755 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.8684 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.8684 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.8684 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.8947 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.8947 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9211 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9211 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9211 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9474 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9474 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9474 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9474 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9474 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.908 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0345 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7988 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.829 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.848 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.848 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.848 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.8784 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.8784 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.9088 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.9088 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.9088 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.9392 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.9392 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.9392 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.9392 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.9392 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.89 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0453 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.1333 | 0:00:00.143001 | 0:00:00.010999 | 0:00:00.143001 |\n", "| 2 | 0.1111 | 0:00:00.142000 | 0:00:00.012001 | 0:00:00.142000 |\n", "| 3 | 0.1111 | 0:00:00.203000 | 0:00:00.014001 | 0:00:00.203000 |\n", "| 4 | 0.1111 | 0:00:00.145002 | 0:00:00.011999 | 0:00:00.145002 |\n", "| 5 | 0.1111 | 0:00:00.132998 | 0:00:00.017000 | 0:00:00.132998 |\n", "| 6 | 0.0889 | 0:00:00.132999 | 0:00:00.013001 | 0:00:00.132999 |\n", "| 7 | 0.0889 | 0:00:00.129000 | 0:00:00.016000 | 0:00:00.129000 |\n", "| 8 | 0.0667 | 0:00:00.191999 | 0:00:00.016002 | 0:00:00.191999 |\n", "| 9 | 0.0667 | 0:00:00.126999 | 0:00:00.025000 | 0:00:00.126999 |\n", "| 10 | 0.0667 | 0:00:00.197999 | 0:00:00.014000 | 0:00:00.197999 |\n", "| 11 | 0.0444 | 0:00:00.141000 | 0:00:00.015001 | 0:00:00.141000 |\n", "| 12 | 0.0444 | 0:00:00.152999 | 0:00:00.019004 | 0:00:00.152999 |\n", "| 13 | 0.0444 | 0:00:00.153997 | 0:00:00.018000 | 0:00:00.153997 |\n", "| 14 | 0.0444 | 0:00:00.158999 | 0:00:00.027000 | 0:00:00.158999 |\n", "| 15 | 0.0444 | 0:00:00.179002 | 0:00:00.020998 | 0:00:00.179002 |\n", "| Average | 0.0785 | 0:00:00.155400 | 0:00:00.016667 | 0:00:00.086033 |\n", "| Std Dev. | 0.0302 | 0.024703152938601227 | 0.004541054233831312 | 0.07160386302999065 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.8056 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.8611 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.8611 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.8333 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8889 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8889 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8889 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8889 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8889 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8611 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.9167 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.9167 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8889 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.9167 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8759 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0319 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.7709 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.8596 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.8596 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.8036 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8839 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8839 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8839 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8839 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8839 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8333 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.9074 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.9074 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8615 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.9074 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8643 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0382 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.8056 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.8611 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.8611 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.8333 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8889 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8889 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8889 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8889 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8889 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8611 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.9167 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.9167 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8889 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.9167 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8759 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0319 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7308 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.7115 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.7808 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.7808 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.7615 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8308 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8308 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8308 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8308 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8308 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8115 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.8808 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.8808 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8615 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.8808 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8156 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0512 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.8056 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.8611 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.8611 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.8333 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8889 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8889 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8889 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8889 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8889 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8611 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.9167 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.9167 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8889 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.9167 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8759 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0319 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7589 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.7305 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.8075 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.8075 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.7778 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8519 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8519 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8519 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8519 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8519 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8213 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.8928 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.8928 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8615 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.8928 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8335 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0475 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.8056 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.8611 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.8611 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.8333 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8889 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8889 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8889 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8889 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8889 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8611 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.9167 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.9167 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8889 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.9167 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8759 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0319 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7308 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.7115 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.7808 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.7808 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.7615 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.8308 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.8308 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.8308 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.8308 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.8308 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.8115 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.8808 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.8808 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.8615 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.8808 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.8156 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0512 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5556 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.496 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.6254 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.6254 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.5611 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.6958 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.6958 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.6958 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.6958 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.6958 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.6278 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.7667 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.7667 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.6956 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.7667 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.6644 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0785 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.1667 | 0:00:00.090000 | 0:00:00.012000 | 0:00:00.090000 |\n", "| 2 | 0.1944 | 0:00:00.114000 | 0:00:00.017000 | 0:00:00.114000 |\n", "| 3 | 0.1389 | 0:00:00.140004 | 0:00:00.011996 | 0:00:00.140004 |\n", "| 4 | 0.1389 | 0:00:00.130001 | 0:00:00.011999 | 0:00:00.130001 |\n", "| 5 | 0.1667 | 0:00:00.114000 | 0:00:00.010000 | 0:00:00.114000 |\n", "| 6 | 0.1111 | 0:00:00.087001 | 0:00:00.019000 | 0:00:00.087001 |\n", "| 7 | 0.1111 | 0:00:00.106998 | 0:00:00.020002 | 0:00:00.106998 |\n", "| 8 | 0.1111 | 0:00:00.120001 | 0:00:00.017999 | 0:00:00.120001 |\n", "| 9 | 0.1111 | 0:00:00.147999 | 0:00:00.012001 | 0:00:00.147999 |\n", "| 10 | 0.1111 | 0:00:00.092999 | 0:00:00.014001 | 0:00:00.092999 |\n", "| 11 | 0.1389 | 0:00:00.086999 | 0:00:00.019000 | 0:00:00.086999 |\n", "| 12 | 0.0833 | 0:00:00.072999 | 0:00:00.018000 | 0:00:00.072999 |\n", "| 13 | 0.0833 | 0:00:00.104001 | 0:00:00.021001 | 0:00:00.104001 |\n", "| 14 | 0.1111 | 0:00:00.138999 | 0:00:00.022001 | 0:00:00.138999 |\n", "| 15 | 0.0833 | 0:00:00.119999 | 0:00:00.016001 | 0:00:00.119999 |\n", "| Average | 0.1241 | 0:00:00.111067 | 0:00:00.016133 | 0:00:00.063600 |\n", "| Std Dev. | 0.0319 | 0.021542411250456014 | 0.003721937547833031 | 0.04992040074277134 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.7931 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.7931 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.7931 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.8276 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.7931 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.8276 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.8621 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.8621 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.8621 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.8276 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.8621 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.8276 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.8276 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.8621 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.8299 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0266 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9038 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.775 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.775 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.775 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.8167 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.775 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.8167 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.8514 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.8514 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.8514 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.8167 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.8514 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.8167 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.8167 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.8514 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.823 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0365 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.7931 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.7931 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.7931 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.8276 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.7931 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.8276 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.8621 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.8621 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.8621 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.8276 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.8621 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.8276 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.8276 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.8621 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.8299 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0266 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6875 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.6637 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.6637 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.6637 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.7262 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.6637 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.7262 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.7887 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.7887 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.7887 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.7262 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.7887 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.7262 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.7262 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.7887 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.7278 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0494 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.7931 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.7931 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.7931 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.8276 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.7931 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.8276 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.8621 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.8621 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.8621 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.8276 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.8621 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.8276 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.8276 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.8621 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.8299 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0266 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7195 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.6848 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.6848 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.6848 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.7521 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.6848 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.7521 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.8117 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.8117 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.8117 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.7521 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.8117 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.7521 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.7521 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.8117 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.7519 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0496 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.7931 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.7931 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.7931 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.8276 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.7931 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.8276 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.8621 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.8621 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.8621 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.8276 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.8621 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.8276 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.8276 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.8621 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.8299 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0266 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6875 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.6637 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.6637 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.6637 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.7262 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.6637 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.7262 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.7887 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.7887 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.7887 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.7262 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.7887 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.7262 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.7262 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.7887 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.7278 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0494 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5474 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.4537 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.4537 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.4537 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.5379 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.4537 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.5379 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.6243 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.6243 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.6243 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.5379 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.6243 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.5379 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.5379 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.6243 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.5449 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0659 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.1724 | 0:00:00.066002 | 0:00:00.007003 | 0:00:00.066002 |\n", "| 2 | 0.2069 | 0:00:00.049995 | 0:00:00.007000 | 0:00:00.049995 |\n", "| 3 | 0.2069 | 0:00:00.064000 | 0:00:00.010001 | 0:00:00.064000 |\n", "| 4 | 0.2069 | 0:00:00.065001 | 0:00:00.011001 | 0:00:00.065001 |\n", "| 5 | 0.1724 | 0:00:00.063001 | 0:00:00.007001 | 0:00:00.063001 |\n", "| 6 | 0.2069 | 0:00:00.055997 | 0:00:00.014000 | 0:00:00.055997 |\n", "| 7 | 0.1724 | 0:00:00.059999 | 0:00:00.013000 | 0:00:00.059999 |\n", "| 8 | 0.1379 | 0:00:00.048000 | 0:00:00.008002 | 0:00:00.048000 |\n", "| 9 | 0.1379 | 0:00:00.050999 | 0:00:00.015999 | 0:00:00.050999 |\n", "| 10 | 0.1379 | 0:00:00.068002 | 0:00:00.011000 | 0:00:00.068002 |\n", "| 11 | 0.1724 | 0:00:00.061000 | 0:00:00.008000 | 0:00:00.061000 |\n", "| 12 | 0.1379 | 0:00:00.071000 | 0:00:00.009001 | 0:00:00.071000 |\n", "| 13 | 0.1724 | 0:00:00.052998 | 0:00:00.010000 | 0:00:00.052998 |\n", "| 14 | 0.1724 | 0:00:00.052002 | 0:00:00.014000 | 0:00:00.052002 |\n", "| 15 | 0.1379 | 0:00:00.067997 | 0:00:00.016001 | 0:00:00.067997 |\n", "| Average | 0.1701 | 0:00:00.059733 | 0:00:00.010734 | 0:00:00.035233 |\n", "| Std Dev. | 0.0266 | 0.007252826837032168 | 0.0030865175661109545 | 0.025125484077663563 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8668 | 0.0585 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8808 | 0.0521 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8772 | 0.0479 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8778 | 0.0407 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8865 | 0.0484 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8969 | 0.0376 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.9083 | 0.0282 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.9054 | 0.0266 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.9083 | 0.0282 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.9003 | 0.0479 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.9183 | 0.0309 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.9178 | 0.0469 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.9123 | 0.0484 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.9183 | 0.0309 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8963 | 0.041 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0178 | 0.0097 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8863 | 0.0381 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8591 | 0.0723 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8852 | 0.0622 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8803 | 0.058 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8751 | 0.0544 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8856 | 0.0587 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8984 | 0.0449 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.9083 | 0.0357 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.9062 | 0.0343 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.9083 | 0.0357 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.8944 | 0.0585 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.9144 | 0.0366 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.9148 | 0.0524 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.9056 | 0.0567 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.9133 | 0.0363 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8957 | 0.049 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.016 | 0.0118 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8668 | 0.0585 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8808 | 0.0521 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8772 | 0.0479 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8778 | 0.0407 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8865 | 0.0484 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8969 | 0.0376 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.9083 | 0.0282 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.9054 | 0.0266 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.9083 | 0.0282 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.9003 | 0.0479 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.9183 | 0.0309 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.9178 | 0.0469 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.9123 | 0.0484 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.9183 | 0.0309 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8963 | 0.041 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0178 | 0.0097 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8124 | 0.0906 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8136 | 0.1061 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8283 | 0.0967 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8255 | 0.0937 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8352 | 0.077 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8418 | 0.0938 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8571 | 0.0728 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.8749 | 0.055 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.871 | 0.0529 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.8749 | 0.055 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.8638 | 0.0829 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.8917 | 0.0557 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.8859 | 0.0832 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.882 | 0.0838 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.8933 | 0.0566 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8568 | 0.077 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0274 | 0.0174 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8668 | 0.0585 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8808 | 0.0521 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8772 | 0.0479 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8778 | 0.0407 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8865 | 0.0484 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8969 | 0.0376 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.9083 | 0.0282 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.9054 | 0.0266 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.9083 | 0.0282 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.9003 | 0.0479 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.9183 | 0.0309 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.9178 | 0.0469 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.9123 | 0.0484 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.9183 | 0.0309 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8963 | 0.041 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0178 | 0.0097 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8278 | 0.0791 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8259 | 0.0997 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8437 | 0.0907 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.84 | 0.0869 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8471 | 0.0688 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8535 | 0.0875 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8706 | 0.0646 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.8874 | 0.0473 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.8841 | 0.0453 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.8874 | 0.0473 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.8742 | 0.0756 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.9007 | 0.0485 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.8957 | 0.0747 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.8894 | 0.076 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.9009 | 0.0486 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8686 | 0.0694 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0256 | 0.0176 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8668 | 0.0585 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8808 | 0.0521 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8772 | 0.0479 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8778 | 0.0407 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8865 | 0.0484 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8969 | 0.0376 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.9083 | 0.0282 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.9054 | 0.0266 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.9083 | 0.0282 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.9003 | 0.0479 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.9183 | 0.0309 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.9178 | 0.0469 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.9123 | 0.0484 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.9183 | 0.0309 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8963 | 0.041 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0178 | 0.0097 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8124 | 0.0906 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.8136 | 0.1061 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.8283 | 0.0967 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.8255 | 0.0937 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.8352 | 0.077 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.8418 | 0.0938 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.8571 | 0.0728 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.8749 | 0.055 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.871 | 0.0529 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.8749 | 0.055 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.8638 | 0.0829 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.8917 | 0.0557 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.8859 | 0.0832 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.882 | 0.0838 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.8933 | 0.0566 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.8568 | 0.077 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0274 | 0.0174 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.708 | 0.1353 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.6952 | 0.1823 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.7316 | 0.1667 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.723 | 0.1594 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.7241 | 0.144 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.7403 | 0.1572 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.7649 | 0.1312 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.7882 | 0.109 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.7834 | 0.1059 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.7882 | 0.109 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.7634 | 0.1533 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.8065 | 0.1063 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.8026 | 0.1438 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.7883 | 0.1501 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.805 | 0.1056 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.7608 | 0.1373 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0363 | 0.0243 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1309 | 0.0424 | 0:00:00.187001 | 0:00:00.014400 | 0:00:00.201401 |\n", "| 2 | 0.1332 | 0.0585 | 0:00:00.191999 | 0:00:00.014401 | 0:00:00.206400 |\n", "| 3 | 0.1192 | 0.0521 | 0:00:00.227201 | 0:00:00.015600 | 0:00:00.242800 |\n", "| 4 | 0.1228 | 0.0479 | 0:00:00.191600 | 0:00:00.014400 | 0:00:00.206000 |\n", "| 5 | 0.1222 | 0.0407 | 0:00:00.191200 | 0:00:00.015600 | 0:00:00.206800 |\n", "| 6 | 0.1135 | 0.0484 | 0:00:00.180999 | 0:00:00.019001 | 0:00:00.200000 |\n", "| 7 | 0.1031 | 0.0376 | 0:00:00.196199 | 0:00:00.020401 | 0:00:00.216599 |\n", "| 8 | 0.0917 | 0.0282 | 0:00:00.214400 | 0:00:00.019800 | 0:00:00.234200 |\n", "| 9 | 0.0946 | 0.0266 | 0:00:00.220000 | 0:00:00.018399 | 0:00:00.238399 |\n", "| 10 | 0.0917 | 0.0282 | 0:00:00.208001 | 0:00:00.016800 | 0:00:00.224801 |\n", "| 11 | 0.0997 | 0.0479 | 0:00:00.174600 | 0:00:00.018400 | 0:00:00.193000 |\n", "| 12 | 0.0817 | 0.0309 | 0:00:00.178000 | 0:00:00.019201 | 0:00:00.197201 |\n", "| 13 | 0.0822 | 0.0469 | 0:00:00.190199 | 0:00:00.021000 | 0:00:00.211199 |\n", "| 14 | 0.0877 | 0.0484 | 0:00:00.175400 | 0:00:00.022000 | 0:00:00.197400 |\n", "| 15 | 0.0817 | 0.0309 | 0:00:00.189000 | 0:00:00.019800 | 0:00:00.208800 |\n", "| Average | 0.1037 | 0.041 | 0:00:00.194387 | 0:00:00.017947 | 0:00:00.212333 |\n", "| Std Dev. | 0.0178 | 0.0097 | 0.0155915516 | 0.0024739077 | 0.0152241217 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\iris-an-nn'\n", "150\n", "arr (150, 4)\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 1.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 1.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 1.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 1.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 1.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 1.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 1.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 1.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 1.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 1.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 1.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 1.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 1.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 1.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 1.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 1.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0 | 0:00:00.057000 | 0:00:00.017000 | 0:00:00.057000 |\n", "| 2 | 0.0 | 0:00:00.084999 | 0:00:00.018000 | 0:00:00.084999 |\n", "| 3 | 0.0 | 0:00:00.066999 | 0:00:00.010001 | 0:00:00.066999 |\n", "| 4 | 0.0 | 0:00:00.067999 | 0:00:00.010000 | 0:00:00.067999 |\n", "| 5 | 0.0 | 0:00:00.068001 | 0:00:00.011001 | 0:00:00.068001 |\n", "| 6 | 0.0 | 0:00:00.076999 | 0:00:00.010000 | 0:00:00.076999 |\n", "| 7 | 0.0 | 0:00:00.055999 | 0:00:00.019001 | 0:00:00.055999 |\n", "| 8 | 0.0 | 0:00:00.074999 | 0:00:00.015000 | 0:00:00.074999 |\n", "| 9 | 0.0 | 0:00:00.075000 | 0:00:00.021001 | 0:00:00.075000 |\n", "| 10 | 0.0 | 0:00:00.056999 | 0:00:00.012999 | 0:00:00.056999 |\n", "| 11 | 0.0 | 0:00:00.067001 | 0:00:00.019001 | 0:00:00.067001 |\n", "| 12 | 0.0 | 0:00:00.088999 | 0:00:00.015000 | 0:00:00.088999 |\n", "| 13 | 0.0 | 0:00:00.069999 | 0:00:00.012000 | 0:00:00.069999 |\n", "| 14 | 0.0 | 0:00:00.071002 | 0:00:00.013000 | 0:00:00.071002 |\n", "| 15 | 0.0 | 0:00:00.064000 | 0:00:00.012000 | 0:00:00.064000 |\n", "| Average | 0.0 | 0:00:00.069733 | 0:00:00.014334 | 0:00:00.042033 |\n", "| Std Dev. | 0.0 | 0.009240821271998982 | 0.0035716738500024213 | 0.02857181637941471 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9167 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9167 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9167 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9167 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9167 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9167 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9167 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9167 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9167 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9167 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9167 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9167 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9167 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9167 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9167 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9167 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9394 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9394 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9394 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9394 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9394 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9394 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9394 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9394 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9394 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9394 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9394 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9394 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9394 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9394 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9394 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9394 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9167 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9167 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9167 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9167 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9167 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9167 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9167 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9167 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9167 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9167 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9167 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9167 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9167 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9167 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9167 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9167 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9048 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9048 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9048 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9048 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9048 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9048 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9048 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9048 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9048 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9048 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9048 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9048 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9048 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9048 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9048 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9048 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9167 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9167 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9167 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9167 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9167 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9167 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9167 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9167 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9167 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9167 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9167 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9167 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9167 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9167 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9167 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9167 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9111 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9111 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9111 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9111 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9111 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9111 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9111 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9111 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9111 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9111 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9111 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9111 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9111 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9111 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9111 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9111 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9167 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9167 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9167 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9167 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9167 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9167 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9167 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9167 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9167 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9167 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9167 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9167 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9167 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9167 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9167 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9167 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.9375 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.9375 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.9375 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.9375 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.9375 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.9375 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.9375 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.9375 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.9375 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.9375 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.9375 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.9375 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.9375 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.9375 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.9375 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8681 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.8681 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.8681 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.8681 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.8681 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.8681 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.8681 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.8681 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.8681 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.8681 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.8681 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.8681 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.8681 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.8681 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.8681 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.8681 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.0833 | 0:00:00.043001 | 0:00:00.006999 | 0:00:00.043001 |\n", "| 2 | 0.0833 | 0:00:00.050000 | 0:00:00.007999 | 0:00:00.050000 |\n", "| 3 | 0.0833 | 0:00:00.041000 | 0:00:00.008000 | 0:00:00.041000 |\n", "| 4 | 0.0833 | 0:00:00.051001 | 0:00:00.008001 | 0:00:00.051001 |\n", "| 5 | 0.0833 | 0:00:00.038000 | 0:00:00.008998 | 0:00:00.038000 |\n", "| 6 | 0.0833 | 0:00:00.037002 | 0:00:00.011001 | 0:00:00.037002 |\n", "| 7 | 0.0833 | 0:00:00.040998 | 0:00:00.009000 | 0:00:00.040998 |\n", "| 8 | 0.0833 | 0:00:00.032000 | 0:00:00.009001 | 0:00:00.032000 |\n", "| 9 | 0.0833 | 0:00:00.052000 | 0:00:00.010000 | 0:00:00.052000 |\n", "| 10 | 0.0833 | 0:00:00.038001 | 0:00:00.012999 | 0:00:00.038001 |\n", "| 11 | 0.0833 | 0:00:00.039000 | 0:00:00.017000 | 0:00:00.039000 |\n", "| 12 | 0.0833 | 0:00:00.049000 | 0:00:00.014999 | 0:00:00.049000 |\n", "| 13 | 0.0833 | 0:00:00.034003 | 0:00:00.010001 | 0:00:00.034003 |\n", "| 14 | 0.0833 | 0:00:00.033998 | 0:00:00.013998 | 0:00:00.033998 |\n", "| 15 | 0.0833 | 0:00:00.050000 | 0:00:00.010000 | 0:00:00.050000 |\n", "| Average | 0.0833 | 0:00:00.041934 | 0:00:00.010533 | 0:00:00.026233 |\n", "| Std Dev. | 0.0 | 0.006607668857660646 | 0.0028250784670228327 | 0.01650210946264609 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.95 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.95 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.95 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.95 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.95 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.95 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.95 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.95 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.95 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.95 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.95 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.95 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.95 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.95 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.95 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9722 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.9722 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.9722 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.9722 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.9722 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.9722 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.9722 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.9722 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.9722 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.9722 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.9722 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.9722 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.9722 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.9722 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.9722 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.9722 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.95 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.95 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.95 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.95 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.95 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.95 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.95 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.95 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.95 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.95 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.95 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.95 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.95 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.95 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.95 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.9333 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.9333 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.9333 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.9333 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.9333 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.9333 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.9333 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.9333 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.9333 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.9333 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.9333 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.9333 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.9333 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.9333 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.9333 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.95 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.95 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.95 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.95 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.95 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.95 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.95 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.95 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.95 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.95 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.95 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.95 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.95 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.95 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.95 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9485 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.9485 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.9485 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.9485 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.9485 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.9485 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.9485 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.9485 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.9485 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.9485 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.9485 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.9485 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.9485 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.9485 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.9485 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.9485 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.95 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.95 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.95 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.95 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.95 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.95 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.95 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.95 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.95 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.95 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.95 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.95 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.95 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.95 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.95 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9625 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.9625 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.9625 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.9625 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.9625 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.9625 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.9625 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.9625 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.9625 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.9625 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.9625 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.9625 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.9625 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.9625 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.9625 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.9625 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9192 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.9192 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.9192 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.9192 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.9192 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.9192 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.9192 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.9192 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.9192 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.9192 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.9192 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.9192 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.9192 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.9192 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.9192 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.9192 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+------+----------------------+----------------------+----------------------+\n", "| 1 | 0.05 | 0:00:00.048000 | 0:00:00.011000 | 0:00:00.048000 |\n", "| 2 | 0.05 | 0:00:00.031000 | 0:00:00.010000 | 0:00:00.031000 |\n", "| 3 | 0.05 | 0:00:00.024000 | 0:00:00.007000 | 0:00:00.024000 |\n", "| 4 | 0.05 | 0:00:00.022000 | 0:00:00.007000 | 0:00:00.022000 |\n", "| 5 | 0.05 | 0:00:00.025002 | 0:00:00.006001 | 0:00:00.025002 |\n", "| 6 | 0.05 | 0:00:00.029997 | 0:00:00.011000 | 0:00:00.029997 |\n", "| 7 | 0.05 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 8 | 0.05 | 0:00:00.023000 | 0:00:00.007999 | 0:00:00.023000 |\n", "| 9 | 0.05 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 10 | 0.05 | 0:00:00.023001 | 0:00:00.007999 | 0:00:00.023001 |\n", "| 11 | 0.05 | 0:00:00.024999 | 0:00:00.009001 | 0:00:00.024999 |\n", "| 12 | 0.05 | 0:00:00.027999 | 0:00:00.008000 | 0:00:00.027999 |\n", "| 13 | 0.05 | 0:00:00.032002 | 0:00:00.010000 | 0:00:00.032002 |\n", "| 14 | 0.05 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 15 | 0.05 | 0:00:00.021000 | 0:00:00.009000 | 0:00:00.021000 |\n", "| Average | 0.05 | 0:00:00.027067 | 0:00:00.008533 | 0:00:00.017800 |\n", "| Std Dev. | 0.0 | 0.006505961703135808 | 0.001454554991646763 | 0.010396783710430492 |\n", "+----------+------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9375 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9375 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9375 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9375 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9375 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9375 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9375 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9375 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9375 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9375 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9375 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9375 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9375 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9375 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9375 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9524 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9524 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9524 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9524 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9524 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9524 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9524 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9524 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9524 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9524 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9524 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9524 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9524 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9524 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9524 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9375 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9375 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9375 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9375 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9375 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9375 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9375 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9375 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9375 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9375 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9375 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9375 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9375 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9375 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9375 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9444 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9444 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9444 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9444 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9444 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9444 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9444 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9444 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9444 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9444 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9444 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9444 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9444 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9444 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9444 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9375 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9375 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9375 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9375 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9375 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9375 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9375 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9375 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9375 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9375 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9375 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9375 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9375 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9375 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9375 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9441 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9441 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9441 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9441 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9441 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9441 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9441 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9441 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9441 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9441 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9441 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9441 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9441 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9441 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9441 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9441 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9375 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9375 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9375 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9375 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9375 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9375 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9375 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9375 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9375 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9375 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9375 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9375 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9375 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9375 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9375 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9531 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.9531 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.9531 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.9531 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.9531 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.9531 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.9531 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.9531 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.9531 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.9531 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.9531 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.9531 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.9531 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.9531 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.9531 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.9531 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8997 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.8997 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.8997 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.8997 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.8997 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.8997 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.8997 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.8997 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.8997 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.8997 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.8997 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.8997 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.8997 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.8997 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.8997 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.8997 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.0625 | 0:00:00.018001 | 0:00:00.006000 | 0:00:00.018001 |\n", "| 2 | 0.0625 | 0:00:00.018001 | 0:00:00.005001 | 0:00:00.018001 |\n", "| 3 | 0.0625 | 0:00:00.027999 | 0:00:00.009000 | 0:00:00.027999 |\n", "| 4 | 0.0625 | 0:00:00.020000 | 0:00:00.010000 | 0:00:00.020000 |\n", "| 5 | 0.0625 | 0:00:00.022999 | 0:00:00.006000 | 0:00:00.022999 |\n", "| 6 | 0.0625 | 0:00:00.034001 | 0:00:00.009002 | 0:00:00.034001 |\n", "| 7 | 0.0625 | 0:00:00.028998 | 0:00:00.006999 | 0:00:00.028998 |\n", "| 8 | 0.0625 | 0:00:00.018000 | 0:00:00.007000 | 0:00:00.018000 |\n", "| 9 | 0.0625 | 0:00:00.023001 | 0:00:00.011000 | 0:00:00.023001 |\n", "| 10 | 0.0625 | 0:00:00.020999 | 0:00:00.007002 | 0:00:00.020999 |\n", "| 11 | 0.0625 | 0:00:00.018999 | 0:00:00.010000 | 0:00:00.018999 |\n", "| 12 | 0.0625 | 0:00:00.017000 | 0:00:00.006002 | 0:00:00.017000 |\n", "| 13 | 0.0625 | 0:00:00.017000 | 0:00:00.006001 | 0:00:00.017000 |\n", "| 14 | 0.0625 | 0:00:00.029997 | 0:00:00.008003 | 0:00:00.029997 |\n", "| 15 | 0.0625 | 0:00:00.016998 | 0:00:00.006999 | 0:00:00.016998 |\n", "| Average | 0.0625 | 0:00:00.022133 | 0:00:00.007601 | 0:00:00.014867 |\n", "| Std Dev. | 0.0 | 0.005364729590987498 | 0.0017435740375192636 | 0.008288883602526203 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 1.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 1.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 1.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 1.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 1.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 1.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 1.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 1.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 1.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 1.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 1.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 1.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 1.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 1.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 1.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.018001 | 0:00:00.005003 | 0:00:00.018001 |\n", "| 2 | 0.0 | 0:00:00.018997 | 0:00:00.004001 | 0:00:00.018997 |\n", "| 3 | 0.0 | 0:00:00.012998 | 0:00:00.004000 | 0:00:00.012998 |\n", "| 4 | 0.0 | 0:00:00.023001 | 0:00:00.007000 | 0:00:00.023001 |\n", "| 5 | 0.0 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 6 | 0.0 | 0:00:00.019001 | 0:00:00.004000 | 0:00:00.019001 |\n", "| 7 | 0.0 | 0:00:00.011999 | 0:00:00.005001 | 0:00:00.011999 |\n", "| 8 | 0.0 | 0:00:00.017999 | 0:00:00.009003 | 0:00:00.017999 |\n", "| 9 | 0.0 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 10 | 0.0 | 0:00:00.027000 | 0:00:00.009000 | 0:00:00.027000 |\n", "| 11 | 0.0 | 0:00:00.020002 | 0:00:00.008998 | 0:00:00.020002 |\n", "| 12 | 0.0 | 0:00:00.013000 | 0:00:00.005000 | 0:00:00.013000 |\n", "| 13 | 0.0 | 0:00:00.019998 | 0:00:00.005001 | 0:00:00.019998 |\n", "| 14 | 0.0 | 0:00:00.018001 | 0:00:00.009001 | 0:00:00.018001 |\n", "| 15 | 0.0 | 0:00:00.018998 | 0:00:00.005001 | 0:00:00.018998 |\n", "| Average | 0.0 | 0:00:00.018133 | 0:00:00.006201 | 0:00:00.012167 |\n", "| Std Dev. | 0.0 | 0.0037574310685884824 | 0.0019042999039186313 | 0.006668254537963117 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9608 | 0.0337 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9608 | 0.0337 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9728 | 0.0245 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9728 | 0.0245 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9728 | 0.0245 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9728 | 0.0245 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9728 | 0.0245 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9728 | 0.0245 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9728 | 0.0245 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9728 | 0.0245 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9728 | 0.0245 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9728 | 0.0245 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9728 | 0.0245 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9728 | 0.0245 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9728 | 0.0245 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9728 | 0.0245 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9728 | 0.0245 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9728 | 0.0245 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9608 | 0.0337 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9608 | 0.0337 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9565 | 0.0378 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9565 | 0.0378 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9565 | 0.0378 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9565 | 0.0378 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9565 | 0.0378 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9565 | 0.0378 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9565 | 0.0378 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9565 | 0.0378 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9565 | 0.0378 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9565 | 0.0378 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9565 | 0.0378 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9565 | 0.0378 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9565 | 0.0378 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9565 | 0.0378 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9565 | 0.0378 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9565 | 0.0378 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9608 | 0.0337 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9608 | 0.0337 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9607 | 0.0346 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9607 | 0.0346 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9607 | 0.0346 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9607 | 0.0346 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9607 | 0.0346 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9607 | 0.0346 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9607 | 0.0346 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9607 | 0.0346 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9607 | 0.0346 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9607 | 0.0346 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9607 | 0.0346 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9607 | 0.0346 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9607 | 0.0346 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9607 | 0.0346 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9607 | 0.0346 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9607 | 0.0346 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9608 | 0.0337 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9608 | 0.0337 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9706 | 0.0253 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9706 | 0.0253 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9706 | 0.0253 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9706 | 0.0253 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9706 | 0.0253 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9706 | 0.0253 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9706 | 0.0253 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9706 | 0.0253 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9706 | 0.0253 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9706 | 0.0253 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9706 | 0.0253 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9706 | 0.0253 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9706 | 0.0253 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9706 | 0.0253 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9706 | 0.0253 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9706 | 0.0253 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9374 | 0.0537 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.9374 | 0.0537 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.9374 | 0.0537 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.9374 | 0.0537 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.9374 | 0.0537 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.9374 | 0.0537 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.9374 | 0.0537 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.9374 | 0.0537 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.9374 | 0.0537 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.9374 | 0.0537 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.9374 | 0.0537 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.9374 | 0.0537 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.9374 | 0.0537 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.9374 | 0.0537 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.9374 | 0.0537 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.9374 | 0.0537 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0392 | 0.0337 | 0:00:00.036800 | 0:00:00.009201 | 0:00:00.046001 |\n", "| 2 | 0.0392 | 0.0337 | 0:00:00.040599 | 0:00:00.009000 | 0:00:00.049600 |\n", "| 3 | 0.0392 | 0.0337 | 0:00:00.034599 | 0:00:00.007600 | 0:00:00.042199 |\n", "| 4 | 0.0392 | 0.0337 | 0:00:00.036800 | 0:00:00.008400 | 0:00:00.045201 |\n", "| 5 | 0.0392 | 0.0337 | 0:00:00.033800 | 0:00:00.007800 | 0:00:00.041600 |\n", "| 6 | 0.0392 | 0.0337 | 0:00:00.039400 | 0:00:00.009001 | 0:00:00.048400 |\n", "| 7 | 0.0392 | 0.0337 | 0:00:00.032199 | 0:00:00.009400 | 0:00:00.041599 |\n", "| 8 | 0.0392 | 0.0337 | 0:00:00.033200 | 0:00:00.009601 | 0:00:00.042800 |\n", "| 9 | 0.0392 | 0.0337 | 0:00:00.038200 | 0:00:00.011200 | 0:00:00.049400 |\n", "| 10 | 0.0392 | 0.0337 | 0:00:00.033200 | 0:00:00.010000 | 0:00:00.043200 |\n", "| 11 | 0.0392 | 0.0337 | 0:00:00.034000 | 0:00:00.012800 | 0:00:00.046800 |\n", "| 12 | 0.0392 | 0.0337 | 0:00:00.039200 | 0:00:00.009800 | 0:00:00.049000 |\n", "| 13 | 0.0392 | 0.0337 | 0:00:00.034600 | 0:00:00.008600 | 0:00:00.043201 |\n", "| 14 | 0.0392 | 0.0337 | 0:00:00.036199 | 0:00:00.010600 | 0:00:00.046800 |\n", "| 15 | 0.0392 | 0.0337 | 0:00:00.034199 | 0:00:00.008600 | 0:00:00.042799 |\n", "| Average | 0.0392 | 0.0337 | 0:00:00.035800 | 0:00:00.009440 | 0:00:00.045240 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0025118616 | 0.0012965848 | 0.0028503558 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\Segment-an-nn'\n", "210\n", "arr (210, 19)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.7857 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8095 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8571 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8333 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.7857 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.7857 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.7857 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8095 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.7857 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8333 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8095 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8095 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.7857 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.7857 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8063 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0228 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8556 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.815 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8328 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8643 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8429 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.819 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.819 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.819 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8333 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.819 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8524 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8388 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8388 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.8286 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.8286 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8338 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0145 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.7857 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8095 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8571 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8333 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.7857 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.7857 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.7857 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8095 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.7857 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8333 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8095 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8095 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.7857 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.7857 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8063 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0228 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8524 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.8082 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.826 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8643 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8405 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.7997 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.7997 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.7997 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8201 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.7997 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8439 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8235 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8235 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.8031 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.8031 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8205 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0207 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.7857 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8095 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8571 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8333 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.7857 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.7857 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.7857 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8095 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.7857 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8333 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8095 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8095 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.7857 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.7857 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8063 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0228 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8429 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.8066 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8259 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8621 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8385 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.8026 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.8026 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.8026 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8219 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.8026 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8448 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8247 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8247 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.8033 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.8033 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8206 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0188 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.7857 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8095 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.8571 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.8333 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.7857 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.7857 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.7857 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8095 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.7857 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.8333 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8095 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8095 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.7857 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.7857 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.8063 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0228 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.9028 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.875 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.8889 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.9167 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.9028 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.875 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.875 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.875 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.8889 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.875 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.9028 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.8889 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.8889 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.875 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.875 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.887 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0133 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7183 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.648 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.6825 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.7551 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.7183 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.648 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.648 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.648 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.6825 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.648 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.7183 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.6825 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.6825 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.648 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.648 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.6784 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0339 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.3571 | 0:00:00.149999 | 0:00:00.026000 | 0:00:00.149999 |\n", "| 2 | 0.5 | 0:00:00.125999 | 0:00:00.032003 | 0:00:00.125999 |\n", "| 3 | 0.4524 | 0:00:00.134998 | 0:00:00.027000 | 0:00:00.134998 |\n", "| 4 | 0.3095 | 0:00:00.121999 | 0:00:00.033001 | 0:00:00.121999 |\n", "| 5 | 0.3571 | 0:00:00.143001 | 0:00:00.046000 | 0:00:00.143001 |\n", "| 6 | 0.5 | 0:00:00.135000 | 0:00:00.048999 | 0:00:00.135000 |\n", "| 7 | 0.5 | 0:00:00.184003 | 0:00:00.058999 | 0:00:00.184003 |\n", "| 8 | 0.5 | 0:00:00.191000 | 0:00:00.048000 | 0:00:00.191000 |\n", "| 9 | 0.4524 | 0:00:00.211000 | 0:00:00.052000 | 0:00:00.211000 |\n", "| 10 | 0.5 | 0:00:00.163002 | 0:00:00.039999 | 0:00:00.163002 |\n", "| 11 | 0.4048 | 0:00:00.141000 | 0:00:00.043001 | 0:00:00.141000 |\n", "| 12 | 0.4524 | 0:00:00.111997 | 0:00:00.037001 | 0:00:00.111997 |\n", "| 13 | 0.4524 | 0:00:00.157001 | 0:00:00.051000 | 0:00:00.157001 |\n", "| 14 | 0.5 | 0:00:00.134999 | 0:00:00.042000 | 0:00:00.134999 |\n", "| 15 | 0.5 | 0:00:00.141001 | 0:00:00.051999 | 0:00:00.141001 |\n", "| Average | 0.4492 | 0:00:00.149733 | 0:00:00.042467 | 0:00:00.096100 |\n", "| Std Dev. | 0.0614 | 0.02641409298891582 | 0.009520463725623601 | 0.05719000542259571 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9118 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9118 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.8824 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9118 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8235 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8235 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8235 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8235 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.8529 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8235 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.8529 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.8529 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.8529 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.8529 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.8529 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8569 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.032 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9071 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9071 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.8714 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9071 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8286 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8357 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8357 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8357 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.85 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8357 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.85 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.85 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.85 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.85 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.85 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8576 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.0267 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9118 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9118 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.8824 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9118 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8235 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8235 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8235 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8235 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.8529 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8235 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.8529 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.8529 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.8529 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.8529 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.8529 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8569 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.032 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9235 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9235 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.9031 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9235 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8622 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8622 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8622 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8622 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.8827 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8622 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.8827 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.8827 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.8827 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.8827 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.8827 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8854 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.0222 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9118 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9118 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.8824 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9118 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8235 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8235 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8235 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8235 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.8529 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8235 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.8529 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.8529 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.8529 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.8529 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.8529 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8569 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.032 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9048 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9048 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.8692 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9048 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8016 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.805 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.805 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.805 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.8391 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.805 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.8391 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.8391 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.8391 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.8391 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.8391 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8426 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.0363 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9118 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9118 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.8824 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9118 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8235 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8235 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8235 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8235 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.8529 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8235 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.8529 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.8529 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.8529 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.8529 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.8529 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.8569 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.032 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9485 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.9485 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.9314 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.9485 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.8971 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.8971 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.8971 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.8971 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.9142 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.8971 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.9142 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.9142 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.9142 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.9142 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.9142 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.9165 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.0187 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8439 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.8439 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.7954 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.8439 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.7034 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.7034 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.7034 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.7034 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.7485 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.7034 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.7485 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.7485 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.7485 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.7485 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.7485 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.7557 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.0509 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.2353 | 0:00:00.091002 | 0:00:00.029997 | 0:00:00.091002 |\n", "| 2 | 0.2353 | 0:00:00.110001 | 0:00:00.025001 | 0:00:00.110001 |\n", "| 3 | 0.2647 | 0:00:00.080999 | 0:00:00.023003 | 0:00:00.080999 |\n", "| 4 | 0.2353 | 0:00:00.077997 | 0:00:00.030999 | 0:00:00.077997 |\n", "| 5 | 0.3529 | 0:00:00.095001 | 0:00:00.032000 | 0:00:00.095001 |\n", "| 6 | 0.3824 | 0:00:00.077000 | 0:00:00.035002 | 0:00:00.077000 |\n", "| 7 | 0.3824 | 0:00:00.108999 | 0:00:00.032004 | 0:00:00.108999 |\n", "| 8 | 0.3824 | 0:00:00.093995 | 0:00:00.026002 | 0:00:00.093995 |\n", "| 9 | 0.3235 | 0:00:00.095999 | 0:00:00.029999 | 0:00:00.095999 |\n", "| 10 | 0.3824 | 0:00:00.089000 | 0:00:00.028001 | 0:00:00.089000 |\n", "| 11 | 0.3235 | 0:00:00.089000 | 0:00:00.036000 | 0:00:00.089000 |\n", "| 12 | 0.3235 | 0:00:00.079999 | 0:00:00.034001 | 0:00:00.079999 |\n", "| 13 | 0.3235 | 0:00:00.082001 | 0:00:00.036001 | 0:00:00.082001 |\n", "| 14 | 0.3235 | 0:00:00.117997 | 0:00:00.038000 | 0:00:00.117997 |\n", "| 15 | 0.3235 | 0:00:00.084002 | 0:00:00.030998 | 0:00:00.084002 |\n", "| Average | 0.3196 | 0:00:00.091533 | 0:00:00.031134 | 0:00:00.061333 |\n", "| Std Dev. | 0.0525 | 0.012065385900063723 | 0.004176994344568772 | 0.03152018218671871 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7037 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.7407 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7037 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7037 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7037 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.6667 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7037 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7037 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.7037 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7037 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.7037 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.7407 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.7407 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.7407 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.7111 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0201 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7524 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7381 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.7571 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7381 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.769 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.769 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.7238 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7524 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7524 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.769 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7524 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.769 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.7857 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.7857 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.7857 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.76 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0179 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7037 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.7407 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7037 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7037 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7037 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.6667 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7037 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7037 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.7037 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7037 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.7037 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.7407 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.7407 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.7407 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.7111 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0201 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7857 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7857 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.8143 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7857 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7857 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7857 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.7571 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7857 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7857 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.7857 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7857 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.7857 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.8143 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.8143 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.8143 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.7914 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0155 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7037 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.7407 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7037 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7037 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7037 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.6667 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7037 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7037 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.7037 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7037 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.7037 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.7407 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.7407 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.7407 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.7111 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0201 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7127 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7018 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.7351 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7018 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7069 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7069 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.6753 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7127 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7127 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.7154 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7127 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.7154 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.746 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.746 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.746 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.7165 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0189 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.7037 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.7407 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.7037 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7037 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7037 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.6667 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.7037 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.7037 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.7037 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.7037 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.7037 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.7407 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.7407 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.7407 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.7111 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0201 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8272 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.8272 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.8488 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.8272 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.8272 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.8272 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.8056 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.8272 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.8272 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.8272 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.8272 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.8272 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.8488 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.8488 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.8488 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.8315 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0117 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.5375 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.5375 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.5857 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.5375 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.5375 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.5375 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.4921 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.5375 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.5375 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.5375 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.5375 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.5375 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.5857 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.5857 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.5857 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.5474 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0257 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.5926 | 0:00:00.044999 | 0:00:00.020999 | 0:00:00.044999 |\n", "| 2 | 0.6667 | 0:00:00.054000 | 0:00:00.017000 | 0:00:00.054000 |\n", "| 3 | 0.5185 | 0:00:00.046000 | 0:00:00.019001 | 0:00:00.046000 |\n", "| 4 | 0.6667 | 0:00:00.054998 | 0:00:00.023000 | 0:00:00.054998 |\n", "| 5 | 0.7407 | 0:00:00.057001 | 0:00:00.028000 | 0:00:00.057001 |\n", "| 6 | 0.7407 | 0:00:00.045999 | 0:00:00.026000 | 0:00:00.045999 |\n", "| 7 | 0.7407 | 0:00:00.073000 | 0:00:00.027001 | 0:00:00.073000 |\n", "| 8 | 0.5926 | 0:00:00.061000 | 0:00:00.021999 | 0:00:00.061000 |\n", "| 9 | 0.5926 | 0:00:00.071999 | 0:00:00.023003 | 0:00:00.071999 |\n", "| 10 | 0.6667 | 0:00:00.055997 | 0:00:00.031001 | 0:00:00.055997 |\n", "| 11 | 0.5926 | 0:00:00.074000 | 0:00:00.025001 | 0:00:00.074000 |\n", "| 12 | 0.6667 | 0:00:00.072005 | 0:00:00.042994 | 0:00:00.072005 |\n", "| 13 | 0.5185 | 0:00:00.085000 | 0:00:00.026999 | 0:00:00.085000 |\n", "| 14 | 0.5185 | 0:00:00.052000 | 0:00:00.029999 | 0:00:00.052000 |\n", "| 15 | 0.5185 | 0:00:00.051000 | 0:00:00.030001 | 0:00:00.051000 |\n", "| Average | 0.6222 | 0:00:00.059933 | 0:00:00.026133 | 0:00:00.043033 |\n", "| Std Dev. | 0.0802 | 0.011908335694499379 | 0.006008469247691861 | 0.019353738538679693 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+---------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7273 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8182 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7273 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.7727 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.7727 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.8182 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.7727 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.6818 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.7273 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.7273 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.8182 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.8636 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.8636 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.8182 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.8182 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.7818 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.053 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+----------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7262 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8214 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7262 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.7619 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.7619 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.7262 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.7357 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.5833 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.6643 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.619 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.7381 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.7738 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.7857 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.7286 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.7286 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.7254 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.0597 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7273 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8182 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7273 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.7727 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.7727 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.8182 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.7727 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.6818 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.7273 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.7273 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.8182 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.8636 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.8636 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.8182 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.8182 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.7818 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.053 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7143 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8214 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7143 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.75 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.75 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.75 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.75 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.6786 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.7143 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.7143 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.7857 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.8214 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.8214 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.75 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.75 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.7524 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.0422 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+---------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7273 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8182 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7273 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.7727 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.7727 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.8182 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.7727 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.6818 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.7273 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.7273 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.8182 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.8636 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.8636 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.8182 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.8182 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.7818 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.053 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+--------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| 1 | 0.6592 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.7925 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.6592 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.7 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.7 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.7357 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.7075 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.602 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.6599 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.6429 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.7483 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.7929 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.7891 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.7381 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.7381 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.711 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.0564 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7273 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8182 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7273 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.7727 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.7727 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.8182 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.7727 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.6818 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.7273 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.7273 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.8182 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.8636 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.8636 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.8182 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.8182 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.7818 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.053 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| 1 | 0.8409 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.8939 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.8409 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.8674 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.8674 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.8939 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.8674 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.8144 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.8409 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.8409 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.8939 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.9205 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.9205 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.8939 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.8939 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.8727 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.0309 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+---------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+----------------------+\n", "| 1 | 0.5679 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.6954 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.5679 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.6296 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.6296 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.6954 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.6296 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.5103 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.5679 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.5679 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.6954 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.7653 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.7653 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.6954 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.6954 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.6452 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.075 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+-----------------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| 1 | 0.7273 | 0:00:00.031000 | 0:00:00.013998 | 0:00:00.031000 |\n", "| 2 | 0.4545 | 0:00:00.057000 | 0:00:00.019000 | 0:00:00.057000 |\n", "| 3 | 0.7273 | 0:00:00.033000 | 0:00:00.023001 | 0:00:00.033000 |\n", "| 4 | 0.6364 | 0:00:00.032999 | 0:00:00.016001 | 0:00:00.032999 |\n", "| 5 | 0.6364 | 0:00:00.030999 | 0:00:00.014999 | 0:00:00.030999 |\n", "| 6 | 0.5455 | 0:00:00.047001 | 0:00:00.016000 | 0:00:00.047001 |\n", "| 7 | 0.6364 | 0:00:00.040000 | 0:00:00.019999 | 0:00:00.040000 |\n", "| 8 | 0.7273 | 0:00:00.047002 | 0:00:00.016998 | 0:00:00.047002 |\n", "| 9 | 0.6364 | 0:00:00.031002 | 0:00:00.020000 | 0:00:00.031002 |\n", "| 10 | 0.6364 | 0:00:00.045999 | 0:00:00.027001 | 0:00:00.045999 |\n", "| 11 | 0.4545 | 0:00:00.065000 | 0:00:00.036004 | 0:00:00.065000 |\n", "| 12 | 0.3636 | 0:00:00.052997 | 0:00:00.031997 | 0:00:00.052997 |\n", "| 13 | 0.4545 | 0:00:00.033002 | 0:00:00.019998 | 0:00:00.033002 |\n", "| 14 | 0.4545 | 0:00:00.034001 | 0:00:00.031999 | 0:00:00.034001 |\n", "| 15 | 0.4545 | 0:00:00.041001 | 0:00:00.026999 | 0:00:00.041001 |\n", "| Average | 0.5697 | 0:00:00.041467 | 0:00:00.022266 | 0:00:00.031867 |\n", "| Std Dev. | 0.1172 | 0.010365386770930674 | 0.00671817474613924 | 0.012978984343156736 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "| 1 | 0.4706 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.4706 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.4706 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.4118 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.4706 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.5294 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.4706 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.5294 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.4706 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.4706 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.4706 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.4706 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.4706 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.4706 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.4706 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.4745 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.026 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| 1 | 0.5952 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.5952 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.5952 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.5714 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.5952 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.631 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.5952 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.631 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.5952 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.5952 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.5952 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.5952 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.5952 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.5952 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.5952 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.5984 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.0141 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.4706 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.4706 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.4706 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.4118 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.4706 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.5294 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.4706 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.5294 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.4706 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.4706 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.4706 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.4706 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.4706 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.4706 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.4706 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.4745 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.026 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 0.5595 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.5476 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.5476 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.5119 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.5476 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.5952 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.5476 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.5952 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.5476 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.5476 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.5476 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.5476 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.5476 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.5476 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.5476 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.5524 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.0193 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.4706 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.4706 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.4706 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.4118 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.4706 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.5294 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.4706 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.5294 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.4706 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.4706 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.4706 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.4706 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.4706 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.4706 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.4706 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.4745 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.026 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| 1 | 0.5714 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.5673 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.5673 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.5333 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.5673 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.6082 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.5673 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.6082 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.5673 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.5673 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.5673 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.5673 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.5673 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.5673 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.5673 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.5708 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.017 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.4706 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.4706 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.4706 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.4118 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.4706 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.5294 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.4706 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.5294 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.4706 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.4706 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.4706 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.4706 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.4706 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.4706 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.4706 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.4745 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.026 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 0.6912 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.6912 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.6912 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.6569 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.6912 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.7255 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.6912 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.7255 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.6912 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.6912 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.6912 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.6912 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.6912 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.6912 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.6912 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.6935 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.0152 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.2971 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 0.2971 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 0.2971 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 0.2536 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 0.2971 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 0.3475 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 0.2971 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 0.3475 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 0.2971 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 0.2971 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 0.2971 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 0.2971 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 0.2971 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 0.2971 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 0.2971 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 0.3009 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.0212 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 1.1765 | 0:00:00.046001 | 0:00:00.014000 | 0:00:00.046001 |\n", "| 2 | 1.2353 | 0:00:00.032000 | 0:00:00.011000 | 0:00:00.032000 |\n", "| 3 | 1.2353 | 0:00:00.027000 | 0:00:00.010999 | 0:00:00.027000 |\n", "| 4 | 1.4118 | 0:00:00.035001 | 0:00:00.012000 | 0:00:00.035001 |\n", "| 5 | 1.2353 | 0:00:00.030999 | 0:00:00.017000 | 0:00:00.030999 |\n", "| 6 | 1.1176 | 0:00:00.026000 | 0:00:00.013999 | 0:00:00.026000 |\n", "| 7 | 1.2353 | 0:00:00.022001 | 0:00:00.013001 | 0:00:00.022001 |\n", "| 8 | 1.1176 | 0:00:00.020000 | 0:00:00.024999 | 0:00:00.020000 |\n", "| 9 | 1.2353 | 0:00:00.032998 | 0:00:00.014001 | 0:00:00.032998 |\n", "| 10 | 1.2353 | 0:00:00.038001 | 0:00:00.022001 | 0:00:00.038001 |\n", "| 11 | 1.2353 | 0:00:00.022000 | 0:00:00.017000 | 0:00:00.022000 |\n", "| 12 | 1.2353 | 0:00:00.042004 | 0:00:00.027999 | 0:00:00.042004 |\n", "| 13 | 1.2353 | 0:00:00.027000 | 0:00:00.014997 | 0:00:00.027000 |\n", "| 14 | 1.2353 | 0:00:00.021999 | 0:00:00.025002 | 0:00:00.021999 |\n", "| 15 | 1.2353 | 0:00:00.021998 | 0:00:00.015001 | 0:00:00.021998 |\n", "| Average | 1.2275 | 0:00:00.029667 | 0:00:00.016867 | 0:00:00.023267 |\n", "| Std Dev. | 0.064 | 0.00770929467360739 | 0.005302418047039813 | 0.009205200473569826 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.738 | 0.1494 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7261 | 0.1392 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7314 | 0.1749 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7208 | 0.1333 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7321 | 0.11 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7038 | 0.1277 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7048 | 0.1019 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.7128 | 0.1326 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7022 | 0.1233 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7357 | 0.1424 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7401 | 0.1461 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7475 | 0.145 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7336 | 0.1366 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7336 | 0.1366 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.7261 | 0.1366 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0137 | 0.0167 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7673 | 0.1085 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.7754 | 0.1048 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7566 | 0.0959 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7686 | 0.1168 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7595 | 0.0881 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7562 | 0.0735 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7419 | 0.0856 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7243 | 0.1008 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.739 | 0.0976 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7276 | 0.1011 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7576 | 0.0941 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7654 | 0.0912 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7711 | 0.0918 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7576 | 0.0912 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7576 | 0.0912 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.755 | 0.0955 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0148 | 0.0099 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.738 | 0.1494 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7261 | 0.1392 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7314 | 0.1749 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7208 | 0.1333 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7321 | 0.11 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7038 | 0.1277 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7048 | 0.1019 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.7128 | 0.1326 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7022 | 0.1233 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7357 | 0.1424 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7401 | 0.1461 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7475 | 0.145 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7336 | 0.1366 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7336 | 0.1366 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.7261 | 0.1366 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0137 | 0.0167 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7671 | 0.1249 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.7773 | 0.1242 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7611 | 0.1224 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7671 | 0.1412 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7572 | 0.112 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7586 | 0.0894 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7433 | 0.1057 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7443 | 0.0951 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.7501 | 0.1149 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7419 | 0.1079 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7691 | 0.1167 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7722 | 0.1165 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7779 | 0.1177 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7595 | 0.1141 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7595 | 0.1141 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.7604 | 0.1144 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0113 | 0.0119 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.738 | 0.1494 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7261 | 0.1392 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7314 | 0.1749 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7208 | 0.1333 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7321 | 0.11 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7038 | 0.1277 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7048 | 0.1019 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.7128 | 0.1326 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7022 | 0.1233 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7357 | 0.1424 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7401 | 0.1461 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7475 | 0.145 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7336 | 0.1366 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7336 | 0.1366 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.7261 | 0.1366 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0137 | 0.0167 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7382 | 0.1212 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.7546 | 0.1136 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7314 | 0.1096 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7404 | 0.1325 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7229 | 0.0944 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7317 | 0.0725 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7115 | 0.0885 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7061 | 0.0889 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.7202 | 0.1015 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7066 | 0.0921 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7425 | 0.1014 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7479 | 0.0999 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7533 | 0.0984 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7388 | 0.0935 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7388 | 0.0935 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.7323 | 0.1001 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0152 | 0.0141 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.738 | 0.1494 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.7261 | 0.1392 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.7314 | 0.1749 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.7208 | 0.1333 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.7321 | 0.11 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.7038 | 0.1277 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.7048 | 0.1019 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.7128 | 0.1326 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.7022 | 0.1233 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.7357 | 0.1424 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.7401 | 0.1461 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.7475 | 0.145 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.7336 | 0.1366 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.7336 | 0.1366 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.7261 | 0.1366 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0137 | 0.0167 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8421 | 0.0872 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.8472 | 0.0871 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.8402 | 0.0812 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.8433 | 0.102 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.8371 | 0.0777 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.8437 | 0.0642 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.8272 | 0.0745 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.8278 | 0.0595 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.8325 | 0.0774 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.8263 | 0.0719 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.8459 | 0.0831 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.8484 | 0.0852 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.8527 | 0.0846 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.8446 | 0.0797 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.8446 | 0.0797 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.8402 | 0.0797 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.008 | 0.0098 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5929 | 0.1843 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.6044 | 0.1825 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.5857 | 0.1655 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.6039 | 0.2041 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.5772 | 0.154 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.5864 | 0.1333 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.554 | 0.1461 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.5493 | 0.1232 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.5667 | 0.1549 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.5508 | 0.1397 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.5994 | 0.1678 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.6062 | 0.1742 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.6158 | 0.1714 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.5949 | 0.1583 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.5949 | 0.1583 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.5855 | 0.1612 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0207 | 0.0203 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6178 | 0.3283 | 0:00:00.072600 | 0:00:00.020999 | 0:00:00.093599 |\n", "| 2 | 0.6184 | 0.3378 | 0:00:00.075800 | 0:00:00.020801 | 0:00:00.096601 |\n", "| 3 | 0.6396 | 0.3325 | 0:00:00.064400 | 0:00:00.020601 | 0:00:00.085000 |\n", "| 4 | 0.6519 | 0.4168 | 0:00:00.064599 | 0:00:00.023000 | 0:00:00.087599 |\n", "| 5 | 0.6645 | 0.3237 | 0:00:00.071400 | 0:00:00.027600 | 0:00:00.099000 |\n", "| 6 | 0.6572 | 0.2576 | 0:00:00.066200 | 0:00:00.028000 | 0:00:00.094200 |\n", "| 7 | 0.699 | 0.2943 | 0:00:00.085601 | 0:00:00.030201 | 0:00:00.115801 |\n", "| 8 | 0.664 | 0.2534 | 0:00:00.082599 | 0:00:00.027599 | 0:00:00.110199 |\n", "| 9 | 0.648 | 0.3136 | 0:00:00.088600 | 0:00:00.027801 | 0:00:00.116400 |\n", "| 10 | 0.6841 | 0.2937 | 0:00:00.078400 | 0:00:00.029600 | 0:00:00.108000 |\n", "| 11 | 0.6021 | 0.3284 | 0:00:00.078200 | 0:00:00.031401 | 0:00:00.109601 |\n", "| 12 | 0.6083 | 0.3352 | 0:00:00.071801 | 0:00:00.034798 | 0:00:00.106599 |\n", "| 13 | 0.5969 | 0.3254 | 0:00:00.076801 | 0:00:00.029799 | 0:00:00.106600 |\n", "| 14 | 0.6064 | 0.3218 | 0:00:00.072199 | 0:00:00.033400 | 0:00:00.105599 |\n", "| 15 | 0.6064 | 0.3218 | 0:00:00.067800 | 0:00:00.031000 | 0:00:00.098800 |\n", "| Average | 0.6376 | 0.319 | 0:00:00.074467 | 0:00:00.027773 | 0:00:00.102240 |\n", "| Std Dev. | 0.0311 | 0.0365 | 0.0071326234 | 0.0043723922 | 0.0092715522 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\sonar-an-nn'\n", "208\n", "arr (208, 60)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8095 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8095 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8095 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8333 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.881 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.881 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8571 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8571 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8571 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.881 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.881 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.881 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8571 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8508 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8124 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8124 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8124 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8124 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8403 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.8818 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.8818 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8604 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8604 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8604 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.8818 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.8818 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.8818 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8604 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8532 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0273 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8095 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8095 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8095 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8333 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.881 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.881 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8571 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8571 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8571 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.881 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.881 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.881 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8571 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8508 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8095 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8095 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8095 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8333 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.881 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.881 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8571 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8571 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8571 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.881 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.881 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.881 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8571 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8508 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8095 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8095 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8095 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8333 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.881 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.881 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8571 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8571 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8571 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.881 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.881 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.881 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8571 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8508 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8091 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8091 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8091 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8091 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8325 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.8809 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.8809 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8568 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8568 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8568 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.8809 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.8809 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.8809 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8568 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8505 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0283 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8095 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8095 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8095 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8333 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.881 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.881 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8571 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8571 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8571 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.881 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.881 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.881 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8571 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8508 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.8095 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.8095 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.8095 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.8333 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.881 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8571 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.881 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.8571 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.8571 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.8571 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.881 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.881 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.881 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.8571 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.8508 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7422 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.7422 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.7422 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.7422 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.7639 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.829 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.8061 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.829 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.795 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.795 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.795 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.829 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.829 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.829 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.795 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.7909 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0344 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.1905 | 0:00:00.149999 | 0:00:00.011000 | 0:00:00.149999 |\n", "| 2 | 0.1905 | 0:00:00.118000 | 0:00:00.011001 | 0:00:00.118000 |\n", "| 3 | 0.1905 | 0:00:00.111001 | 0:00:00.015000 | 0:00:00.111001 |\n", "| 4 | 0.1905 | 0:00:00.116000 | 0:00:00.014999 | 0:00:00.116000 |\n", "| 5 | 0.1667 | 0:00:00.149000 | 0:00:00.012001 | 0:00:00.149000 |\n", "| 6 | 0.119 | 0:00:00.157000 | 0:00:00.019000 | 0:00:00.157000 |\n", "| 7 | 0.1429 | 0:00:00.127000 | 0:00:00.022002 | 0:00:00.127000 |\n", "| 8 | 0.119 | 0:00:00.133997 | 0:00:00.024002 | 0:00:00.133997 |\n", "| 9 | 0.1429 | 0:00:00.132000 | 0:00:00.016000 | 0:00:00.132000 |\n", "| 10 | 0.1429 | 0:00:00.128000 | 0:00:00.026000 | 0:00:00.128000 |\n", "| 11 | 0.1429 | 0:00:00.140001 | 0:00:00.013999 | 0:00:00.140001 |\n", "| 12 | 0.119 | 0:00:00.177000 | 0:00:00.019000 | 0:00:00.177000 |\n", "| 13 | 0.119 | 0:00:00.151000 | 0:00:00.023001 | 0:00:00.151000 |\n", "| 14 | 0.119 | 0:00:00.162000 | 0:00:00.021001 | 0:00:00.162000 |\n", "| 15 | 0.1429 | 0:00:00.153998 | 0:00:00.026001 | 0:00:00.153998 |\n", "| Average | 0.1492 | 0:00:00.140400 | 0:00:00.018267 | 0:00:00.079333 |\n", "| Std Dev. | 0.0281 | 0.018168669258194516 | 0.005079308864530827 | 0.06250647694492227 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8235 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8529 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8824 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8824 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.9118 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8824 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.9118 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.9118 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9118 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8824 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.8235 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8824 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8529 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8824 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8824 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8784 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0281 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8089 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8606 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8844 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8844 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.9083 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8844 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.9083 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.9083 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.8939 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8656 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.8089 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8656 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8375 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8656 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8656 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.87 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0309 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8235 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8529 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8824 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8824 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.9118 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8824 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.9118 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.9118 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9118 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8824 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.8235 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8824 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8529 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8824 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8824 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8784 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0281 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7747 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.7964 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8419 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8419 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.8874 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8419 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.8874 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.8874 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9111 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8656 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.7747 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8656 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8202 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8656 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8656 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8485 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0401 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8235 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8529 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8824 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8824 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.9118 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8824 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.9118 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.9118 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9118 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8824 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.8235 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8824 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8529 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8824 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8824 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8784 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0281 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7875 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8174 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8583 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8583 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.8967 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8583 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.8967 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.8967 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9014 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8656 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.7875 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8656 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8278 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8656 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8656 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8566 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0357 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8235 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8529 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8824 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8824 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.9118 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8824 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.9118 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.9118 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9118 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8824 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.8235 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8824 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8529 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8824 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8824 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8784 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0281 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7747 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.7964 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8419 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8419 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.8874 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8419 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.8874 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.8874 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9111 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8656 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.7747 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8656 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8202 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8656 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8656 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8485 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0401 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8258 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.8388 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.8712 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.8712 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.9062 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.8712 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.9062 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.9062 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.9304 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.8925 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.8258 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.8925 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.8577 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.8925 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.8925 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.8787 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.03 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.1765 | 0:00:00.104000 | 0:00:00.015000 | 0:00:00.104000 |\n", "| 2 | 0.1471 | 0:00:00.090999 | 0:00:00.012001 | 0:00:00.090999 |\n", "| 3 | 0.1176 | 0:00:00.095000 | 0:00:00.010000 | 0:00:00.095000 |\n", "| 4 | 0.1176 | 0:00:00.086000 | 0:00:00.016999 | 0:00:00.086000 |\n", "| 5 | 0.0882 | 0:00:00.127001 | 0:00:00.013000 | 0:00:00.127001 |\n", "| 6 | 0.1176 | 0:00:00.077000 | 0:00:00.015003 | 0:00:00.077000 |\n", "| 7 | 0.0882 | 0:00:00.095997 | 0:00:00.015000 | 0:00:00.095997 |\n", "| 8 | 0.0882 | 0:00:00.094000 | 0:00:00.018000 | 0:00:00.094000 |\n", "| 9 | 0.0882 | 0:00:00.099002 | 0:00:00.018998 | 0:00:00.099002 |\n", "| 10 | 0.1176 | 0:00:00.128000 | 0:00:00.020003 | 0:00:00.128000 |\n", "| 11 | 0.1765 | 0:00:00.108997 | 0:00:00.018001 | 0:00:00.108997 |\n", "| 12 | 0.1176 | 0:00:00.122002 | 0:00:00.016998 | 0:00:00.122002 |\n", "| 13 | 0.1471 | 0:00:00.125000 | 0:00:00.015001 | 0:00:00.125000 |\n", "| 14 | 0.1176 | 0:00:00.104001 | 0:00:00.018000 | 0:00:00.104001 |\n", "| 15 | 0.1176 | 0:00:00.109000 | 0:00:00.016998 | 0:00:00.109000 |\n", "| Average | 0.1216 | 0:00:00.104400 | 0:00:00.015933 | 0:00:00.060167 |\n", "| Std Dev. | 0.0281 | 0.015076902342954598 | 0.002644799640501577 | 0.04553823579795845 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7778 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.8148 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.8148 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.8148 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7778 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.8148 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.8148 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.8148 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.8148 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.8148 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7778 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.8148 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.8148 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.8148 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8049 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0164 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7983 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7983 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.825 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.825 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.825 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7983 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.825 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.825 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.825 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.825 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.825 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7983 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.825 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.825 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.825 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8179 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0118 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7778 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.8148 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.8148 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.8148 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7778 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.8148 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.8148 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.8148 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.8148 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.8148 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7778 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.8148 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.8148 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.8148 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8049 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0164 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7917 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7917 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.825 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.825 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.825 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7917 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.825 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.825 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.825 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.825 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.825 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7917 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.825 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.825 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.825 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8161 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0147 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7778 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.8148 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.8148 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.8148 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7778 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.8148 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.8148 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.8148 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.8148 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.8148 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7778 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.8148 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.8148 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.8148 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8049 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0164 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7775 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7775 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.8148 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.8148 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.8148 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7775 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.8148 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.8148 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.8148 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.8148 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.8148 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7775 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.8148 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.8148 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.8148 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8049 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0165 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7778 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.8148 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.8148 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.8148 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7778 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.8148 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.8148 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.8148 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.8148 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.8148 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7778 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.8148 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.8148 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.8148 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8049 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0164 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7917 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.7917 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.825 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.825 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.825 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.7917 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.825 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.825 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.825 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.825 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.825 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.7917 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.825 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.825 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.825 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.8161 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0147 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6672 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.6672 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.7093 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.7093 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.7093 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.6672 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.7093 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.7093 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.7093 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.7093 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.7093 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.6672 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.7093 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.7093 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.7093 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.6981 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0186 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.2222 | 0:00:00.082999 | 0:00:00.006000 | 0:00:00.082999 |\n", "| 2 | 0.2222 | 0:00:00.084000 | 0:00:00.014000 | 0:00:00.084000 |\n", "| 3 | 0.1852 | 0:00:00.079000 | 0:00:00.013001 | 0:00:00.079000 |\n", "| 4 | 0.1852 | 0:00:00.066000 | 0:00:00.010998 | 0:00:00.066000 |\n", "| 5 | 0.1852 | 0:00:00.061999 | 0:00:00.014003 | 0:00:00.061999 |\n", "| 6 | 0.2222 | 0:00:00.061998 | 0:00:00.012999 | 0:00:00.061998 |\n", "| 7 | 0.1852 | 0:00:00.090001 | 0:00:00.014001 | 0:00:00.090001 |\n", "| 8 | 0.1852 | 0:00:00.072998 | 0:00:00.013000 | 0:00:00.072998 |\n", "| 9 | 0.1852 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 10 | 0.1852 | 0:00:00.055000 | 0:00:00.009000 | 0:00:00.055000 |\n", "| 11 | 0.1852 | 0:00:00.070000 | 0:00:00.013000 | 0:00:00.070000 |\n", "| 12 | 0.2222 | 0:00:00.071001 | 0:00:00.015000 | 0:00:00.071001 |\n", "| 13 | 0.1852 | 0:00:00.045000 | 0:00:00.015002 | 0:00:00.045000 |\n", "| 14 | 0.1852 | 0:00:00.063000 | 0:00:00.009999 | 0:00:00.063000 |\n", "| 15 | 0.1852 | 0:00:00.051998 | 0:00:00.018002 | 0:00:00.051998 |\n", "| Average | 0.1951 | 0:00:00.067733 | 0:00:00.012734 | 0:00:00.040233 |\n", "| Std Dev. | 0.0164 | 0.012184750848638945 | 0.0027444816699986113 | 0.02888307282371618 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8571 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.9048 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9524 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9524 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.9048 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.9048 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9524 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9524 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9524 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9524 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9524 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9524 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9524 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9524 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9365 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0284 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9643 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8571 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.899 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9444 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9444 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.899 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.899 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9444 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9444 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9444 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9444 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9444 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9444 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9444 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9444 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9309 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0276 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8571 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.9048 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9524 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9524 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.9048 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.9048 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9524 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9524 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9524 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9524 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9524 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9524 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9524 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9524 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9365 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0284 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8365 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.899 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9615 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9615 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.899 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.899 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9615 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9615 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9615 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9615 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9615 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9615 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9615 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9615 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9391 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0369 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8571 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.9048 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9524 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9524 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.9048 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.9048 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9524 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9524 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9524 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9524 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9524 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9524 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9524 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9524 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9365 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0284 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9481 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8444 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.899 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9506 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9506 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.899 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.899 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9506 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9506 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9506 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9506 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9506 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9506 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9506 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9506 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.933 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0312 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8571 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.9048 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9524 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9524 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.9048 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.9048 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9524 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9524 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9524 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9524 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9524 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9524 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9524 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9524 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9365 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0284 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8365 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.899 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9615 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9615 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.899 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.899 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9615 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9615 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9615 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9615 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9615 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9615 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9615 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9615 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9391 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0369 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9286 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.8388 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.8997 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.9707 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.9707 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.8997 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.8997 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.9707 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.9707 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.9707 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.9707 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.9707 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.9707 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.9707 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.9707 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.9449 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0403 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0476 | 0:00:00.034000 | 0:00:00.005000 | 0:00:00.034000 |\n", "| 2 | 0.1429 | 0:00:00.028999 | 0:00:00.005002 | 0:00:00.028999 |\n", "| 3 | 0.0952 | 0:00:00.041999 | 0:00:00.009000 | 0:00:00.041999 |\n", "| 4 | 0.0476 | 0:00:00.032998 | 0:00:00.011001 | 0:00:00.032998 |\n", "| 5 | 0.0476 | 0:00:00.054001 | 0:00:00.012000 | 0:00:00.054001 |\n", "| 6 | 0.0952 | 0:00:00.046999 | 0:00:00.008001 | 0:00:00.046999 |\n", "| 7 | 0.0952 | 0:00:00.047000 | 0:00:00.010999 | 0:00:00.047000 |\n", "| 8 | 0.0476 | 0:00:00.039001 | 0:00:00.009999 | 0:00:00.039001 |\n", "| 9 | 0.0476 | 0:00:00.038002 | 0:00:00.007000 | 0:00:00.038002 |\n", "| 10 | 0.0476 | 0:00:00.046998 | 0:00:00.010002 | 0:00:00.046998 |\n", "| 11 | 0.0476 | 0:00:00.043999 | 0:00:00.011000 | 0:00:00.043999 |\n", "| 12 | 0.0476 | 0:00:00.039000 | 0:00:00.007000 | 0:00:00.039000 |\n", "| 13 | 0.0476 | 0:00:00.046000 | 0:00:00.011999 | 0:00:00.046000 |\n", "| 14 | 0.0476 | 0:00:00.047002 | 0:00:00.014000 | 0:00:00.047002 |\n", "| 15 | 0.0476 | 0:00:00.038999 | 0:00:00.010001 | 0:00:00.038999 |\n", "| Average | 0.0635 | 0:00:00.041666 | 0:00:00.009467 | 0:00:00.025567 |\n", "| Std Dev. | 0.0284 | 0.006425843679152023 | 0.002526036288901156 | 0.016823665303698682 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6471 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6471 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7059 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7059 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7059 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6471 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6471 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5882 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5882 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5882 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6471 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5882 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6471 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6471 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6431 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.04 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6571 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6571 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6571 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7083 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7083 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7083 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6571 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6571 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5903 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5857 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5857 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6458 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5903 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6571 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6458 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6474 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.0415 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6471 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6471 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7059 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7059 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7059 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6471 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6471 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5882 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5882 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5882 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6471 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5882 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6471 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6471 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6431 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.04 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6528 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6528 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6528 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7083 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7083 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7083 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6528 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6528 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5903 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5833 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5833 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6458 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5903 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6528 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6458 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6454 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.0416 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6471 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6471 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7059 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7059 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7059 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6471 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6471 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5882 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5882 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5882 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6471 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5882 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6471 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6471 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6431 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.04 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6458 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6458 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6458 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7059 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7059 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7059 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6458 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6458 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5882 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5825 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5825 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6458 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5882 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6458 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6458 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6417 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.041 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6471 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6471 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7059 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7059 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7059 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6471 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6471 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5882 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5882 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5882 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6471 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5882 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6471 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6471 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6431 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.04 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6528 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.6528 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.6528 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.7083 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.7083 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.7083 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.6528 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.6528 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5903 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.5833 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.5833 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.6458 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5903 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.6528 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.6458 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.6454 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.0416 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5676 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.5676 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.5676 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.6176 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.6176 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.6176 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.5676 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.5676 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.5237 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.521 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.521 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.5671 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.5237 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.5676 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.5671 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.5655 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.0323 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.3529 | 0:00:00.031999 | 0:00:00.005000 | 0:00:00.031999 |\n", "| 2 | 0.3529 | 0:00:00.028999 | 0:00:00.006001 | 0:00:00.028999 |\n", "| 3 | 0.3529 | 0:00:00.028999 | 0:00:00.007001 | 0:00:00.028999 |\n", "| 4 | 0.2941 | 0:00:00.041000 | 0:00:00.007000 | 0:00:00.041000 |\n", "| 5 | 0.2941 | 0:00:00.029000 | 0:00:00.007000 | 0:00:00.029000 |\n", "| 6 | 0.2941 | 0:00:00.020999 | 0:00:00.008000 | 0:00:00.020999 |\n", "| 7 | 0.3529 | 0:00:00.018000 | 0:00:00.006000 | 0:00:00.018000 |\n", "| 8 | 0.3529 | 0:00:00.042001 | 0:00:00.007000 | 0:00:00.042001 |\n", "| 9 | 0.4118 | 0:00:00.032999 | 0:00:00.005000 | 0:00:00.032999 |\n", "| 10 | 0.4118 | 0:00:00.019006 | 0:00:00.006995 | 0:00:00.019006 |\n", "| 11 | 0.4118 | 0:00:00.025999 | 0:00:00.006001 | 0:00:00.025999 |\n", "| 12 | 0.3529 | 0:00:00.024000 | 0:00:00.008000 | 0:00:00.024000 |\n", "| 13 | 0.4118 | 0:00:00.025000 | 0:00:00.005999 | 0:00:00.025000 |\n", "| 14 | 0.3529 | 0:00:00.019002 | 0:00:00.005999 | 0:00:00.019002 |\n", "| 15 | 0.3529 | 0:00:00.018000 | 0:00:00.010001 | 0:00:00.018000 |\n", "| Average | 0.3569 | 0:00:00.027000 | 0:00:00.006733 | 0:00:00.016867 |\n", "| Std Dev. | 0.04 | 0.007456023922968404 | 0.0012366455901578993 | 0.011456397145883111 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7889 | 0.0767 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8117 | 0.0903 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8436 | 0.0853 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8303 | 0.0762 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8271 | 0.0966 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8414 | 0.1071 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.8249 | 0.1272 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.819 | 0.1237 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8072 | 0.1199 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8281 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8179 | 0.1233 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8355 | 0.1038 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.8308 | 0.1021 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.8228 | 0.1012 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0146 | 0.0165 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8082 | 0.0973 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7971 | 0.0741 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8156 | 0.0859 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.8349 | 0.0788 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8453 | 0.0812 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8344 | 0.0723 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8293 | 0.0911 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8433 | 0.1009 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.8228 | 0.1228 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.8162 | 0.1217 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8049 | 0.1192 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8272 | 0.1019 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8158 | 0.1203 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8348 | 0.0968 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.8283 | 0.0992 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.8239 | 0.0976 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0136 | 0.0168 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7889 | 0.0767 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8117 | 0.0903 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8436 | 0.0853 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8303 | 0.0762 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8271 | 0.0966 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8414 | 0.1071 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.8249 | 0.1272 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.819 | 0.1237 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8072 | 0.1199 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8281 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8179 | 0.1233 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8355 | 0.1038 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.8308 | 0.1021 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.8228 | 0.1012 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0146 | 0.0165 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7932 | 0.0907 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7774 | 0.0642 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8056 | 0.0822 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.8293 | 0.0809 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8431 | 0.0832 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8244 | 0.0687 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8243 | 0.0895 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8415 | 0.1039 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.829 | 0.1281 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.8185 | 0.1261 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8003 | 0.1246 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8291 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8156 | 0.1237 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8372 | 0.1023 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.831 | 0.1032 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.82 | 0.0985 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.018 | 0.0202 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7889 | 0.0767 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8117 | 0.0903 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8436 | 0.0853 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8303 | 0.0762 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8271 | 0.0966 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8414 | 0.1071 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.8249 | 0.1272 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.819 | 0.1237 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8072 | 0.1199 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8281 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8179 | 0.1233 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8355 | 0.1038 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.8308 | 0.1021 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.8228 | 0.1012 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0146 | 0.0165 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7936 | 0.0962 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7788 | 0.0699 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8054 | 0.0862 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.8277 | 0.0792 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8401 | 0.0826 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8243 | 0.0723 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8227 | 0.0936 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8378 | 0.1053 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.8224 | 0.1255 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.8141 | 0.1239 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.7984 | 0.1213 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8241 | 0.1048 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8125 | 0.1219 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8315 | 0.1025 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.8267 | 0.1006 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.8173 | 0.0991 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0165 | 0.018 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7889 | 0.0767 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8117 | 0.0903 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8436 | 0.0853 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8303 | 0.0762 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8271 | 0.0966 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8414 | 0.1071 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.8249 | 0.1272 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.819 | 0.1237 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8072 | 0.1199 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8281 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8179 | 0.1233 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8355 | 0.1038 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.8308 | 0.1021 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.8228 | 0.1012 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0146 | 0.0165 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7932 | 0.0907 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7774 | 0.0642 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.8056 | 0.0822 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.8293 | 0.0809 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.8431 | 0.0832 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.8244 | 0.0687 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.8243 | 0.0895 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.8415 | 0.1039 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.829 | 0.1281 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.8185 | 0.1261 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.8003 | 0.1246 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.8291 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.8156 | 0.1237 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.8372 | 0.1023 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.831 | 0.1032 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.82 | 0.0985 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.018 | 0.0202 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7463 | 0.1247 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.7309 | 0.104 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.758 | 0.1198 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.7822 | 0.1244 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.7935 | 0.1288 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.7769 | 0.1132 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.7778 | 0.1273 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.7966 | 0.1438 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.7858 | 0.1611 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.7777 | 0.1558 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.7644 | 0.148 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.7853 | 0.1479 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.7781 | 0.152 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.7938 | 0.1418 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.7869 | 0.141 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.7756 | 0.1356 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0178 | 0.0161 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1979 | 0.0977 | 0:00:00.080599 | 0:00:00.008400 | 0:00:00.088999 |\n", "| 2 | 0.2111 | 0.0767 | 0:00:00.070200 | 0:00:00.009601 | 0:00:00.079801 |\n", "| 3 | 0.1883 | 0.0903 | 0:00:00.071200 | 0:00:00.010800 | 0:00:00.082000 |\n", "| 4 | 0.167 | 0.0821 | 0:00:00.068400 | 0:00:00.012199 | 0:00:00.080599 |\n", "| 5 | 0.1564 | 0.0853 | 0:00:00.084200 | 0:00:00.011601 | 0:00:00.095801 |\n", "| 6 | 0.1697 | 0.0762 | 0:00:00.072799 | 0:00:00.012601 | 0:00:00.085400 |\n", "| 7 | 0.1729 | 0.0966 | 0:00:00.075600 | 0:00:00.013601 | 0:00:00.089200 |\n", "| 8 | 0.1586 | 0.1071 | 0:00:00.076399 | 0:00:00.014400 | 0:00:00.090799 |\n", "| 9 | 0.1751 | 0.1272 | 0:00:00.072601 | 0:00:00.012000 | 0:00:00.084600 |\n", "| 10 | 0.181 | 0.1237 | 0:00:00.075400 | 0:00:00.014400 | 0:00:00.089800 |\n", "| 11 | 0.1928 | 0.1199 | 0:00:00.077799 | 0:00:00.012400 | 0:00:00.090199 |\n", "| 12 | 0.1719 | 0.1063 | 0:00:00.086601 | 0:00:00.013199 | 0:00:00.099800 |\n", "| 13 | 0.1821 | 0.1233 | 0:00:00.078400 | 0:00:00.014200 | 0:00:00.092600 |\n", "| 14 | 0.1645 | 0.1038 | 0:00:00.079001 | 0:00:00.013800 | 0:00:00.092801 |\n", "| 15 | 0.1692 | 0.1021 | 0:00:00.074399 | 0:00:00.016201 | 0:00:00.090600 |\n", "| Average | 0.1772 | 0.1012 | 0:00:00.076240 | 0:00:00.012627 | 0:00:00.088867 |\n", "| Std Dev. | 0.0146 | 0.0165 | 0.0048812895 | 0.0019361182 | 0.0053819129 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\wdbc-an-nn'\n", "569\n", "arr (569, 31)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6491 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.693 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6754 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.6754 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6579 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.6667 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.6754 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6667 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.6842 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.7018 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.6754 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6491 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6579 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.6579 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.6708 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0146 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6465 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6165 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.6674 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6465 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.6459 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6246 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.6368 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.6457 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6346 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.6571 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.6849 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.646 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6184 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6259 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.4242 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.6281 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0573 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6491 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.693 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6754 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.6754 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6579 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.6667 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.6754 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6667 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.6842 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.7018 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.6754 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6491 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6579 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.6579 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.6708 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0146 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6339 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6081 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.6577 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6339 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.629 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6101 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.627 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.624 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6071 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.631 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.6399 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.619 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6131 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6151 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.4167 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.611 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0536 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6491 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.693 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6754 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.6754 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6579 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.6667 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.6754 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6667 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.6842 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.7018 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.6754 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6491 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6579 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.6579 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.6708 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0146 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6372 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6103 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.661 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6372 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.6324 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6125 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.6297 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.6272 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6083 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.6346 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.6438 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.6216 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6149 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6176 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.4199 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.6139 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0536 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.6491 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.693 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.6754 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.6754 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.6579 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.6667 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.6754 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.6667 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.6842 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.7018 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.6754 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.6491 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.6579 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.6579 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.6708 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0146 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7566 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.7368 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.7697 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.7566 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.7566 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.7434 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.75 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.7566 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.75 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.7632 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.7763 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.7566 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.7368 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.7434 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.7434 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.7531 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.011 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5644 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.5383 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.5826 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.5644 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.5644 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.5469 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.5556 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.5644 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.5556 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.5734 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.5919 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.5644 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.5383 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.5469 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.5469 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.5599 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0148 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.3246 | 0:00:01.029003 | 0:00:00.060998 | 0:00:01.029003 |\n", "| 2 | 0.3509 | 0:00:00.940000 | 0:00:00.052000 | 0:00:00.940000 |\n", "| 3 | 0.307 | 0:00:01.157000 | 0:00:00.042002 | 0:00:01.157000 |\n", "| 4 | 0.3246 | 0:00:01.049999 | 0:00:00.055000 | 0:00:01.049999 |\n", "| 5 | 0.3246 | 0:00:01.146001 | 0:00:00.061002 | 0:00:01.146001 |\n", "| 6 | 0.3421 | 0:00:01.247999 | 0:00:00.078999 | 0:00:01.247999 |\n", "| 7 | 0.3333 | 0:00:01.222001 | 0:00:00.051999 | 0:00:01.222001 |\n", "| 8 | 0.3246 | 0:00:01.161000 | 0:00:00.065000 | 0:00:01.161000 |\n", "| 9 | 0.3333 | 0:00:01.097000 | 0:00:00.065001 | 0:00:01.097000 |\n", "| 10 | 0.3158 | 0:00:01.143001 | 0:00:00.079999 | 0:00:01.143001 |\n", "| 11 | 0.2982 | 0:00:01.333001 | 0:00:00.079998 | 0:00:01.333001 |\n", "| 12 | 0.3246 | 0:00:01.164001 | 0:00:00.064002 | 0:00:01.164001 |\n", "| 13 | 0.3509 | 0:00:01.060997 | 0:00:00.062001 | 0:00:01.060997 |\n", "| 14 | 0.3421 | 0:00:00.937999 | 0:00:00.061001 | 0:00:00.937999 |\n", "| 15 | 0.3421 | 0:00:01.071000 | 0:00:00.080000 | 0:00:01.071000 |\n", "| Average | 0.3292 | 0:00:01.117333 | 0:00:00.063933 | 0:00:00.590633 |\n", "| Std Dev. | 0.0146 | 0.10435775310675857 | 0.011191527520272233 | 0.5319029338248834 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4725 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5604 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5714 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5824 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.6813 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.6044 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.6264 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6374 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.6813 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6484 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6374 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.6374 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.5934 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.6593 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.6484 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.6161 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0525 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.466 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5452 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5528 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5658 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.6809 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.5877 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.6111 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6237 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.6771 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6369 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6237 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.6241 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.392 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.438 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.4303 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.5637 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.089 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4725 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5604 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5714 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5824 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.6813 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.6044 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.6264 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6374 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.6813 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6484 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6374 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.6374 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.5934 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.6593 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.6484 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.6161 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0525 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4652 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5444 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5501 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5633 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.6482 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.5822 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.5973 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6142 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.6519 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6199 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6105 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.6179 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.3868 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.4295 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.4182 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.5533 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0842 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4725 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5604 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5714 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5824 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.6813 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.6044 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.6264 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6374 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.6813 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6484 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6374 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.6374 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.5934 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.6593 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.6484 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.6161 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0525 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4647 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5445 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5497 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5634 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.648 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.5821 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.5959 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6149 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.653 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6196 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6103 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.619 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.3892 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.433 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.4217 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.5539 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0833 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.4725 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.5604 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.5714 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.5824 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.6813 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.6044 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.6264 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.6374 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.6813 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.6484 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.6374 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.6374 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.5934 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.6593 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.6484 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.6161 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0525 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.6044 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.6703 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.6786 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.6868 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.761 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.7033 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.7198 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.728 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.761 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.7363 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.728 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.728 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.6951 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.7445 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.7363 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.7121 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0394 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.3991 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.4606 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.4694 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.4784 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.5704 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.4972 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.5169 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.5271 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.5704 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.5376 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.5271 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.5271 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.4877 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.5483 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.5376 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.5103 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0442 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.5275 | 0:00:00.634995 | 0:00:00.040001 | 0:00:00.634995 |\n", "| 2 | 0.4396 | 0:00:00.633999 | 0:00:00.058001 | 0:00:00.633999 |\n", "| 3 | 0.4286 | 0:00:00.673000 | 0:00:00.048001 | 0:00:00.673000 |\n", "| 4 | 0.4176 | 0:00:00.734999 | 0:00:00.045000 | 0:00:00.734999 |\n", "| 5 | 0.3187 | 0:00:00.674999 | 0:00:00.057000 | 0:00:00.674999 |\n", "| 6 | 0.3956 | 0:00:00.790001 | 0:00:00.056999 | 0:00:00.790001 |\n", "| 7 | 0.3736 | 0:00:00.779000 | 0:00:00.068001 | 0:00:00.779000 |\n", "| 8 | 0.3626 | 0:00:00.820999 | 0:00:00.054001 | 0:00:00.820999 |\n", "| 9 | 0.3187 | 0:00:00.751999 | 0:00:00.041000 | 0:00:00.751999 |\n", "| 10 | 0.3516 | 0:00:00.709998 | 0:00:00.055001 | 0:00:00.709998 |\n", "| 11 | 0.3626 | 0:00:00.769002 | 0:00:00.062998 | 0:00:00.769002 |\n", "| 12 | 0.3626 | 0:00:00.809999 | 0:00:00.047000 | 0:00:00.809999 |\n", "| 13 | 0.4066 | 0:00:00.592000 | 0:00:00.062000 | 0:00:00.592000 |\n", "| 14 | 0.3407 | 0:00:00.665000 | 0:00:00.073002 | 0:00:00.665000 |\n", "| 15 | 0.3516 | 0:00:00.659999 | 0:00:00.052000 | 0:00:00.659999 |\n", "| Average | 0.3839 | 0:00:00.713333 | 0:00:00.054667 | 0:00:00.384000 |\n", "| Std Dev. | 0.0525 | 0.06910391157115496 | 0.009184676932331236 | 0.3330014274454427 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.589 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.6027 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.6301 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.6575 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.6986 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.6986 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.7123 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6575 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.6712 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.6438 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.6438 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.6301 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.6986 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.6712 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.6539 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0373 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5609 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.5458 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.565 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.5951 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.641 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.7193 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.7193 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.7101 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6321 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.6604 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.6146 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.4222 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.4077 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.4717 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.4503 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.581 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.1016 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.589 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.6027 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.6301 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.6575 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.6986 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.6986 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.7123 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6575 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.6712 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.6438 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.6438 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.6301 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.6986 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.6712 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.6539 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0373 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5496 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.5385 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.5563 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.5718 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.5873 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.6274 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.6274 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.6587 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6075 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.6052 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.5829 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.3886 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.3902 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.4317 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.4079 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.5421 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0887 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.589 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.6027 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.6301 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.6575 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.6986 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.6986 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.7123 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6575 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.6712 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.6438 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.6438 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.6301 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.6986 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.6712 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.6539 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0373 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.545 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.5344 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.5546 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.5663 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.5761 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.6212 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.6212 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.6627 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6078 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.5989 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.5771 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.3879 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.3933 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.4378 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.4099 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.5396 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0864 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.589 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.6027 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.6301 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.6575 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.6986 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.6986 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.7123 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.6575 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.6712 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.6438 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.6438 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.6301 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.6986 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.6712 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.6539 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0373 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7021 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.6918 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.7021 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.7226 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.7432 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.774 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.774 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.7842 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.7432 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.7534 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.7329 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.7329 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.7226 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.774 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.7534 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.7404 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0279 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4957 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.484 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.4957 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.5204 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.5465 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.5885 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.5885 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.6033 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.5465 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.5601 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.5332 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.5332 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.5204 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.5885 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.5601 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.5443 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0362 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.3973 | 0:00:00.714999 | 0:00:00.049999 | 0:00:00.714999 |\n", "| 2 | 0.411 | 0:00:00.786000 | 0:00:00.049001 | 0:00:00.786000 |\n", "| 3 | 0.3973 | 0:00:00.617000 | 0:00:00.063000 | 0:00:00.617000 |\n", "| 4 | 0.3699 | 0:00:00.467999 | 0:00:00.041000 | 0:00:00.467999 |\n", "| 5 | 0.3425 | 0:00:00.576001 | 0:00:00.055998 | 0:00:00.576001 |\n", "| 6 | 0.3014 | 0:00:00.519002 | 0:00:00.054999 | 0:00:00.519002 |\n", "| 7 | 0.3014 | 0:00:00.620002 | 0:00:00.055999 | 0:00:00.620002 |\n", "| 8 | 0.2877 | 0:00:00.547999 | 0:00:00.034000 | 0:00:00.547999 |\n", "| 9 | 0.3425 | 0:00:00.472001 | 0:00:00.042000 | 0:00:00.472001 |\n", "| 10 | 0.3288 | 0:00:00.514000 | 0:00:00.034000 | 0:00:00.514000 |\n", "| 11 | 0.3562 | 0:00:00.475999 | 0:00:00.051002 | 0:00:00.475999 |\n", "| 12 | 0.3562 | 0:00:00.380999 | 0:00:00.054999 | 0:00:00.380999 |\n", "| 13 | 0.3699 | 0:00:00.441002 | 0:00:00.035001 | 0:00:00.441002 |\n", "| 14 | 0.3014 | 0:00:00.504998 | 0:00:00.080002 | 0:00:00.504998 |\n", "| 15 | 0.3288 | 0:00:00.554998 | 0:00:00.049001 | 0:00:00.554998 |\n", "| Average | 0.3461 | 0:00:00.546200 | 0:00:00.050000 | 0:00:00.298100 |\n", "| Std Dev. | 0.0373 | 0.10191723301547759 | 0.011764396069243607 | 0.25848860934927587 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5763 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.6102 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.6102 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.6271 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.661 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.678 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.7119 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.7458 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.678 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.7119 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.6949 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.7627 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.7458 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.6102 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.5932 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.6678 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0586 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4941 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.5161 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.497 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.5447 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.539 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.5367 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.5893 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.4626 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.4004 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.4318 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.3998 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.4875 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.4695 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.3556 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.3732 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.4732 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0665 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5763 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.6102 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.6102 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.6271 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.661 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.678 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.7119 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.7458 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.678 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.7119 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.6949 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.7627 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.7458 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.6102 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.5932 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.6678 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0586 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4935 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.5167 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.4971 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.548 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.532 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.524 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.5472 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.4327 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.3886 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.4172 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.3702 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.4404 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.4196 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.3183 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.3236 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.4513 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0756 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5763 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.6102 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.6102 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.6271 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.661 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.678 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.7119 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.7458 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.678 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.7119 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.6949 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.7627 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.7458 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.6102 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.5932 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.6678 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0586 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4923 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.5162 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.4968 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.5455 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.5317 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.5178 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.541 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.4438 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.3939 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.4238 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.3748 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.4575 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.4353 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.33 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.3448 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.4563 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0691 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.5763 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.6102 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.6102 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.6271 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.661 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.678 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.7119 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.7458 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.678 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.7119 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.6949 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.7627 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.7458 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.6102 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.5932 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.6678 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0586 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.6822 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.7076 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.7076 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.7203 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.7458 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.7585 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.7839 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.8093 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.7585 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.7839 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.7712 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.822 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.8093 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.7076 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.6949 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.7508 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.044 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4733 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.5023 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.5023 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.5176 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.5499 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.567 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.6028 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.6409 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.567 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.6028 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.5846 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.6608 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.6409 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.5023 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.4875 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.5601 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.059 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 1 | 0.4237 | 0:00:00.344999 | 0:00:00.034001 | 0:00:00.344999 |\n", "| 2 | 0.3898 | 0:00:00.368001 | 0:00:00.034000 | 0:00:00.368001 |\n", "| 3 | 0.3898 | 0:00:00.360999 | 0:00:00.034000 | 0:00:00.360999 |\n", "| 4 | 0.3729 | 0:00:00.330000 | 0:00:00.030999 | 0:00:00.330000 |\n", "| 5 | 0.339 | 0:00:00.398001 | 0:00:00.047002 | 0:00:00.398001 |\n", "| 6 | 0.322 | 0:00:00.334997 | 0:00:00.037003 | 0:00:00.334997 |\n", "| 7 | 0.2881 | 0:00:00.298998 | 0:00:00.026000 | 0:00:00.298998 |\n", "| 8 | 0.2542 | 0:00:00.306001 | 0:00:00.031000 | 0:00:00.306001 |\n", "| 9 | 0.322 | 0:00:00.329999 | 0:00:00.033001 | 0:00:00.329999 |\n", "| 10 | 0.2881 | 0:00:00.310997 | 0:00:00.029002 | 0:00:00.310997 |\n", "| 11 | 0.3051 | 0:00:00.265999 | 0:00:00.032000 | 0:00:00.265999 |\n", "| 12 | 0.2542 | 0:00:00.287001 | 0:00:00.028999 | 0:00:00.287001 |\n", "| 13 | 0.2712 | 0:00:00.273000 | 0:00:00.042000 | 0:00:00.273000 |\n", "| 14 | 0.4068 | 0:00:00.296001 | 0:00:00.036002 | 0:00:00.296001 |\n", "| 15 | 0.4407 | 0:00:00.313999 | 0:00:00.043000 | 0:00:00.313999 |\n", "| Average | 0.3379 | 0:00:00.321266 | 0:00:00.034534 | 0:00:00.177900 |\n", "| Std Dev. | 0.0602 | 0.0352506718742709 | 0.005536435025662225 | 0.1455694963813781 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.7234 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.7234 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.7021 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.7234 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.7447 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.7021 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.617 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.617 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.5745 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.5745 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.617 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.617 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.617 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.5957 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.6525 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.058 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6075 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.7442 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.7442 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.7212 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.7786 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.7965 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.7014 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.5833 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.5786 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.366 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.361 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.4074 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.4074 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.4073 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.3889 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.5729 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.1622 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.7234 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.7234 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.7021 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.7234 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.7447 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.7021 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.617 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.617 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.5745 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.5745 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.617 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.617 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.617 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.5957 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.6525 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.058 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.591 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.66 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.66 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.6322 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.6494 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.6772 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.6427 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.5738 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.5632 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.3525 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.3455 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.3685 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.3685 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.3755 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.364 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.5216 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.1336 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.7234 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.7234 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.7021 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.7234 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.7447 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.7021 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.617 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.617 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.5745 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.5745 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.617 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.617 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.617 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.5957 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.6525 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.058 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5909 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.6622 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.6622 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.6278 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.6458 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.681 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.6439 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.5736 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.5594 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.3548 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.3441 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.3696 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.3696 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.3813 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.3699 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.5224 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.1326 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.7234 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.7234 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.7021 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.7234 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.7447 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.7021 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.617 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.617 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.5745 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.5745 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.617 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.617 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.617 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.5957 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.6525 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.058 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7287 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.7926 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.7926 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.7766 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.7926 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.8085 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.7766 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.7128 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.7128 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.6809 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.6809 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.7128 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.7128 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.7128 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.6968 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.7394 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.0435 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.528 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.6155 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.6155 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.5923 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.6155 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.6397 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.5923 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.5084 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.5084 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.4719 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.4719 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.5084 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.5084 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.5084 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.4897 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.5449 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.0572 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.3617 | 0:00:00.237000 | 0:00:00.019000 | 0:00:00.237000 |\n", "| 2 | 0.2766 | 0:00:00.221999 | 0:00:00.019002 | 0:00:00.221999 |\n", "| 3 | 0.2766 | 0:00:00.204999 | 0:00:00.024002 | 0:00:00.204999 |\n", "| 4 | 0.2979 | 0:00:00.180998 | 0:00:00.028999 | 0:00:00.180998 |\n", "| 5 | 0.2766 | 0:00:00.150000 | 0:00:00.027000 | 0:00:00.150000 |\n", "| 6 | 0.2553 | 0:00:00.200000 | 0:00:00.029000 | 0:00:00.200000 |\n", "| 7 | 0.2979 | 0:00:00.177999 | 0:00:00.019003 | 0:00:00.177999 |\n", "| 8 | 0.383 | 0:00:00.233998 | 0:00:00.031000 | 0:00:00.233998 |\n", "| 9 | 0.383 | 0:00:00.194000 | 0:00:00.028998 | 0:00:00.194000 |\n", "| 10 | 0.4255 | 0:00:00.204001 | 0:00:00.036000 | 0:00:00.204001 |\n", "| 11 | 0.4255 | 0:00:00.203000 | 0:00:00.029999 | 0:00:00.203000 |\n", "| 12 | 0.4043 | 0:00:00.192000 | 0:00:00.029001 | 0:00:00.192000 |\n", "| 13 | 0.4043 | 0:00:00.204000 | 0:00:00.028001 | 0:00:00.204000 |\n", "| 14 | 0.4043 | 0:00:00.183998 | 0:00:00.031001 | 0:00:00.183998 |\n", "| 15 | 0.4255 | 0:00:00.203002 | 0:00:00.032000 | 0:00:00.203002 |\n", "| Average | 0.3532 | 0:00:00.199400 | 0:00:00.027467 | 0:00:00.113433 |\n", "| Std Dev. | 0.0625 | 0.021259694553678144 | 0.004910005226172358 | 0.08733986345881095 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.6264 | 0.0565 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.6401 | 0.0579 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.6434 | 0.0416 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6797 | 0.0235 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.6767 | 0.0462 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6811 | 0.0313 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.6776 | 0.0472 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.6601 | 0.0231 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.658 | 0.0465 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.6505 | 0.046 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.6673 | 0.0513 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.6471 | 0.0526 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.6486 | 0.0322 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.6333 | 0.0325 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.6522 | 0.0438 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.023 | 0.0127 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.555 | 0.0675 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.5935 | 0.0822 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.6053 | 0.0886 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.6146 | 0.0633 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6571 | 0.077 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.6529 | 0.0934 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6516 | 0.0506 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.6051 | 0.0822 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.5845 | 0.0972 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.5504 | 0.1257 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.5368 | 0.1305 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.5174 | 0.1 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.459 | 0.084 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.4597 | 0.0914 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.4134 | 0.0282 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.5638 | 0.0841 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.0727 | 0.0251 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.6264 | 0.0565 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.6401 | 0.0579 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.6434 | 0.0416 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6797 | 0.0235 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.6767 | 0.0462 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6811 | 0.0313 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.6776 | 0.0472 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.6601 | 0.0231 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.658 | 0.0465 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.6505 | 0.046 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.6673 | 0.0513 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.6471 | 0.0526 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.6486 | 0.0322 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.6333 | 0.0325 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.6522 | 0.0438 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.023 | 0.0127 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5466 | 0.0617 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.5735 | 0.0529 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.5843 | 0.0643 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.5898 | 0.0361 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6092 | 0.0447 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.6042 | 0.0506 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6083 | 0.0339 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.5807 | 0.0788 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.5637 | 0.0919 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.5251 | 0.1167 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.5098 | 0.1256 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.4869 | 0.11 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.4356 | 0.0902 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.434 | 0.0996 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.3861 | 0.037 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.5359 | 0.0729 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.0688 | 0.03 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.6264 | 0.0565 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.6401 | 0.0579 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.6434 | 0.0416 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6797 | 0.0235 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.6767 | 0.0462 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6811 | 0.0313 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.6776 | 0.0472 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.6601 | 0.0231 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.658 | 0.0465 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.6505 | 0.046 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.6673 | 0.0513 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.6471 | 0.0526 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.6486 | 0.0322 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.6333 | 0.0325 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.6522 | 0.0438 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.023 | 0.0127 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.546 | 0.063 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.5735 | 0.0545 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.5849 | 0.0659 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.5881 | 0.0371 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6068 | 0.0457 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.603 | 0.0533 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6063 | 0.0362 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.5844 | 0.0759 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.5645 | 0.0903 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.5264 | 0.1146 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.51 | 0.1251 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.4911 | 0.1095 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.4405 | 0.0898 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.4399 | 0.0971 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.3932 | 0.0306 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.5372 | 0.0726 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.0662 | 0.0294 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.6264 | 0.0565 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.6401 | 0.0579 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.6434 | 0.0416 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.6797 | 0.0235 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.6767 | 0.0462 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.6811 | 0.0313 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.6776 | 0.0472 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.6601 | 0.0231 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.658 | 0.0465 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.6505 | 0.046 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.6673 | 0.0513 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.6471 | 0.0526 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.6486 | 0.0322 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.6333 | 0.0325 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.6522 | 0.0438 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.023 | 0.0127 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6948 | 0.0517 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.7198 | 0.0423 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.7301 | 0.0434 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.7326 | 0.0312 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.7598 | 0.0177 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.7575 | 0.0347 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.7608 | 0.0235 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.7582 | 0.0354 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.7451 | 0.0173 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.7435 | 0.0349 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.7379 | 0.0345 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.7505 | 0.0385 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.7353 | 0.0394 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.7365 | 0.0241 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.725 | 0.0244 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.7392 | 0.0329 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.0173 | 0.0095 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4921 | 0.0557 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.5201 | 0.054 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.5331 | 0.0559 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.5346 | 0.0397 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.5694 | 0.0247 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.5678 | 0.047 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.5712 | 0.0314 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.5688 | 0.0486 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.5496 | 0.0223 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.5492 | 0.044 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.5417 | 0.0436 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.5588 | 0.0541 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.5391 | 0.0535 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.5389 | 0.0313 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.5243 | 0.0301 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.5439 | 0.0424 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.0212 | 0.0114 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4069 | 0.0689 | 0:00:00.592199 | 0:00:00.040800 | 0:00:00.632999 |\n", "| 2 | 0.3736 | 0.0565 | 0:00:00.590000 | 0:00:00.042401 | 0:00:00.632400 |\n", "| 3 | 0.3599 | 0.0579 | 0:00:00.602600 | 0:00:00.042201 | 0:00:00.644800 |\n", "| 4 | 0.3566 | 0.0416 | 0:00:00.552799 | 0:00:00.040200 | 0:00:00.592999 |\n", "| 5 | 0.3203 | 0.0235 | 0:00:00.589001 | 0:00:00.049601 | 0:00:00.638601 |\n", "| 6 | 0.3233 | 0.0462 | 0:00:00.618400 | 0:00:00.051400 | 0:00:00.669800 |\n", "| 7 | 0.3189 | 0.0313 | 0:00:00.619600 | 0:00:00.044200 | 0:00:00.663800 |\n", "| 8 | 0.3224 | 0.0472 | 0:00:00.613999 | 0:00:00.043000 | 0:00:00.657000 |\n", "| 9 | 0.3399 | 0.0231 | 0:00:00.569000 | 0:00:00.042000 | 0:00:00.611000 |\n", "| 10 | 0.342 | 0.0465 | 0:00:00.576399 | 0:00:00.046800 | 0:00:00.623200 |\n", "| 11 | 0.3495 | 0.046 | 0:00:00.609400 | 0:00:00.051199 | 0:00:00.660599 |\n", "| 12 | 0.3404 | 0.05 | 0:00:00.566800 | 0:00:00.044800 | 0:00:00.611600 |\n", "| 13 | 0.3606 | 0.0494 | 0:00:00.514200 | 0:00:00.045800 | 0:00:00.560000 |\n", "| 14 | 0.359 | 0.0407 | 0:00:00.517599 | 0:00:00.056202 | 0:00:00.573801 |\n", "| 15 | 0.3777 | 0.046 | 0:00:00.560600 | 0:00:00.051200 | 0:00:00.611800 |\n", "| Average | 0.3501 | 0.045 | 0:00:00.579506 | 0:00:00.046120 | 0:00:00.625627 |\n", "| Std Dev. | 0.0238 | 0.0118 | 0.0321951629 | 0.0046078362 | 0.0315353229 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\Wine-an-nn'\n", "178\n", "arr (178, 13)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.8056 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.8056 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.8056 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.75 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.8056 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.7778 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.8056 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.8333 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.8056 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.8056 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.8333 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.8333 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.8333 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7778 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.8037 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0237 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7222 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.747 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.747 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.747 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.6964 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.747 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.719 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.7667 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.7946 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.7549 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.7667 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.7946 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.7946 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.7946 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7262 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.7546 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0299 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.8056 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.8056 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.8056 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.75 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.8056 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.7778 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.8056 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.8333 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.8056 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.8056 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.8333 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.8333 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.8333 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7778 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.8037 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0237 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7262 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.747 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.747 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.747 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.7054 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.747 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.7262 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.7817 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.8026 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.747 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.7817 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.8026 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.8026 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.8026 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7262 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.7595 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0321 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.8056 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.8056 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.8056 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.75 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.8056 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.7778 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.8056 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.8333 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.8056 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.8056 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.8333 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.8333 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.8333 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7778 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.8037 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0237 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7236 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.747 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.747 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.747 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.6968 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.747 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.7214 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.7695 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.7969 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.7503 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.7695 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.7969 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.7969 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.7969 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7248 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.7555 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0307 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.8056 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.8056 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.8056 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.75 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.8056 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.7778 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.8056 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.8333 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.8056 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.8056 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.8333 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.8333 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.8333 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.7778 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.8037 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0237 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.8542 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.8542 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.8542 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.8125 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.8542 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.8333 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.8542 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.875 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.8542 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.8542 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.875 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.875 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.875 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.8333 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.8528 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0178 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.679 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.7137 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.7137 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.7137 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.6458 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.7137 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.679 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.7137 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.75 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.7137 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.7137 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.75 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.75 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.75 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.679 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.7119 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0299 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.25 | 0:00:00.103002 | 0:00:00.012999 | 0:00:00.103002 |\n", "| 2 | 0.2222 | 0:00:00.097999 | 0:00:00.022003 | 0:00:00.097999 |\n", "| 3 | 0.2222 | 0:00:00.078997 | 0:00:00.018000 | 0:00:00.078997 |\n", "| 4 | 0.2222 | 0:00:00.106000 | 0:00:00.013999 | 0:00:00.106000 |\n", "| 5 | 0.2778 | 0:00:00.099000 | 0:00:00.022001 | 0:00:00.099000 |\n", "| 6 | 0.2222 | 0:00:00.085000 | 0:00:00.015000 | 0:00:00.085000 |\n", "| 7 | 0.25 | 0:00:00.092999 | 0:00:00.030000 | 0:00:00.092999 |\n", "| 8 | 0.1944 | 0:00:00.124000 | 0:00:00.023001 | 0:00:00.124000 |\n", "| 9 | 0.1667 | 0:00:00.113998 | 0:00:00.025000 | 0:00:00.113998 |\n", "| 10 | 0.1944 | 0:00:00.097000 | 0:00:00.019000 | 0:00:00.097000 |\n", "| 11 | 0.1944 | 0:00:00.112998 | 0:00:00.018002 | 0:00:00.112998 |\n", "| 12 | 0.1667 | 0:00:00.082998 | 0:00:00.022001 | 0:00:00.082998 |\n", "| 13 | 0.1667 | 0:00:00.076001 | 0:00:00.016999 | 0:00:00.076001 |\n", "| 14 | 0.1667 | 0:00:00.098000 | 0:00:00.031000 | 0:00:00.098000 |\n", "| 15 | 0.2222 | 0:00:00.095999 | 0:00:00.031001 | 0:00:00.095999 |\n", "| Average | 0.2093 | 0:00:00.097600 | 0:00:00.021334 | 0:00:00.059467 |\n", "| Std Dev. | 0.0334 | 0.012945066807789684 | 0.0057119612740629926 | 0.039423524655237345 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7586 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7241 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.6897 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6897 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8276 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7586 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8276 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8276 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.7586 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.7586 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7931 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7586 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7586 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7241 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7632 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0434 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8009 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7724 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7269 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.7051 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6958 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8283 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7477 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8159 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8159 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.7405 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.7405 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7963 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7542 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7432 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7296 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7609 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0404 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7586 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7241 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.6897 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6897 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8276 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7586 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8276 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8276 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.7586 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.7586 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7931 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7586 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7586 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7241 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7632 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0434 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8009 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7593 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7269 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.6898 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6759 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8194 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7639 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8194 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8194 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.75 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.75 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7963 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7546 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7407 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7269 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7596 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0435 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7586 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7241 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.6897 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6897 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8276 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7586 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8276 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8276 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.7586 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.7586 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7931 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7586 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7586 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7241 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7632 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0434 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.799 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7645 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7269 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.6962 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6805 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8159 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7508 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8158 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8158 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.7436 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.7436 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7912 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7532 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7407 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7239 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7574 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0413 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.7586 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7241 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.6897 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.6897 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8276 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.7586 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8276 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8276 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.7586 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.7586 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.7931 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.7586 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.7586 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7241 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.7632 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0434 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8448 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.819 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.7931 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.7672 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.7672 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.8707 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.819 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.8707 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.8707 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.819 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.819 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.8448 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.819 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.819 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.7931 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.8224 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0325 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.698 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.656 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.6163 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.5791 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.5791 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.7424 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.656 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.7424 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.7424 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.656 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.656 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.698 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.656 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.656 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.6163 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.6633 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0517 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.2069 | 0:00:00.082005 | 0:00:00.010999 | 0:00:00.082005 |\n", "| 2 | 0.2414 | 0:00:00.097997 | 0:00:00.012001 | 0:00:00.097997 |\n", "| 3 | 0.2759 | 0:00:00.068997 | 0:00:00.012000 | 0:00:00.068997 |\n", "| 4 | 0.3103 | 0:00:00.083002 | 0:00:00.014999 | 0:00:00.083002 |\n", "| 5 | 0.3448 | 0:00:00.082000 | 0:00:00.023000 | 0:00:00.082000 |\n", "| 6 | 0.2069 | 0:00:00.103999 | 0:00:00.024001 | 0:00:00.103999 |\n", "| 7 | 0.2759 | 0:00:00.094000 | 0:00:00.016000 | 0:00:00.094000 |\n", "| 8 | 0.2069 | 0:00:00.085998 | 0:00:00.025002 | 0:00:00.085998 |\n", "| 9 | 0.2069 | 0:00:00.082001 | 0:00:00.020999 | 0:00:00.082001 |\n", "| 10 | 0.2759 | 0:00:00.087999 | 0:00:00.016000 | 0:00:00.087999 |\n", "| 11 | 0.2759 | 0:00:00.102000 | 0:00:00.018998 | 0:00:00.102000 |\n", "| 12 | 0.2759 | 0:00:00.114001 | 0:00:00.027002 | 0:00:00.114001 |\n", "| 13 | 0.3103 | 0:00:00.109000 | 0:00:00.020000 | 0:00:00.109000 |\n", "| 14 | 0.3103 | 0:00:00.074998 | 0:00:00.015000 | 0:00:00.074998 |\n", "| 15 | 0.3448 | 0:00:00.076999 | 0:00:00.020001 | 0:00:00.076999 |\n", "| Average | 0.2713 | 0:00:00.089666 | 0:00:00.018400 | 0:00:00.054033 |\n", "| Std Dev. | 0.0469 | 0.012783927406560296 | 0.004855735755333513 | 0.03692183749996179 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8261 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8261 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7826 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.7826 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.8696 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.8696 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.8261 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.8261 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.8696 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.8261 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.8261 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.8261 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.8261 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.8261 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.829 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0249 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8078 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8492 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8078 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7659 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.8278 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.9333 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.9333 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.85 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.85 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.9333 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.85 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.85 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.85 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.85 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.85 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.8539 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.046 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8261 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8261 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7826 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.7826 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.8696 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.8696 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.8261 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.8261 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.8696 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.8261 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.8261 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.8261 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.8261 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.8261 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.829 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0249 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8222 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8222 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8222 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7556 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.7556 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.8111 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.8111 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.7556 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.7556 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.8111 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.7556 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.7556 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.7556 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.7556 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.7556 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.78 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0301 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8261 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8261 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7826 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.7826 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.8696 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.8696 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.8261 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.8261 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.8696 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.8261 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.8261 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.8261 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.8261 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.8261 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.829 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0249 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8129 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8305 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8129 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7564 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.7731 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.8493 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.8493 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.7852 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.7852 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.8493 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.7852 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.7852 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.7852 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.7852 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.7852 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.802 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0291 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8261 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8261 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.7826 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.7826 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.8696 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.8696 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.8261 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.8261 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.8696 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.8261 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.8261 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.8261 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.8261 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.8261 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.829 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0249 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8696 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.8696 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.8696 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.837 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.837 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.9022 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.9022 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.8696 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.8696 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.9022 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.8696 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.8696 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.8696 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.8696 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.8696 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.8717 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0187 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7404 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.7404 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.7404 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.6849 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.6849 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.7996 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.7996 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.7404 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.7404 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.7996 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.7404 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.7404 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.7404 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.7404 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.7404 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.7448 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.033 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.2609 | 0:00:00.065001 | 0:00:00.007999 | 0:00:00.065001 |\n", "| 2 | 0.3043 | 0:00:00.054001 | 0:00:00.011002 | 0:00:00.054001 |\n", "| 3 | 0.2609 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| 4 | 0.3043 | 0:00:00.054998 | 0:00:00.011000 | 0:00:00.054998 |\n", "| 5 | 0.3478 | 0:00:00.062999 | 0:00:00.014001 | 0:00:00.062999 |\n", "| 6 | 0.1739 | 0:00:00.044001 | 0:00:00.011750 | 0:00:00.044001 |\n", "| 7 | 0.1739 | 0:00:00.057001 | 0:00:00.013999 | 0:00:00.057001 |\n", "| 8 | 0.2174 | 0:00:00.052001 | 0:00:00.009000 | 0:00:00.052001 |\n", "| 9 | 0.2174 | 0:00:00.035998 | 0:00:00.018001 | 0:00:00.035998 |\n", "| 10 | 0.1739 | 0:00:00.042000 | 0:00:00.010999 | 0:00:00.042000 |\n", "| 11 | 0.2174 | 0:00:00.060002 | 0:00:00.015000 | 0:00:00.060002 |\n", "| 12 | 0.2174 | 0:00:00.056998 | 0:00:00.020001 | 0:00:00.056998 |\n", "| 13 | 0.2174 | 0:00:00.067999 | 0:00:00.019000 | 0:00:00.067999 |\n", "| 14 | 0.2174 | 0:00:00.069000 | 0:00:00.016002 | 0:00:00.069000 |\n", "| 15 | 0.2174 | 0:00:00.062999 | 0:00:00.017000 | 0:00:00.062999 |\n", "| Average | 0.2348 | 0:00:00.055933 | 0:00:00.013784 | 0:00:00.034858 |\n", "| Std Dev. | 0.0497 | 0.009219380996079104 | 0.0035346026718888705 | 0.022201206175892448 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5556 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5556 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.5 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.6111 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4444 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.6111 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.6111 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.5556 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.6111 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.6111 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.6111 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6667 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5556 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.5 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.563 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0637 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4266 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5056 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.4778 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.5788 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4111 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.5556 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.5732 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.5278 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.6496 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.6496 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.6496 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6111 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5111 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.463 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.5394 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0761 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5556 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5556 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.5 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.6111 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4444 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.6111 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.6111 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.5556 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.6111 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.6111 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.6111 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6667 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5556 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.5 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.563 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0637 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4667 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5333 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5333 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.4778 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.5667 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4444 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.5889 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.5667 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.5111 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.5444 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.5444 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.5444 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6222 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5333 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.5 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.5319 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0452 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5556 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5556 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.5 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.6111 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4444 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.6111 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.6111 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.5556 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.6111 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.6111 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.6111 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6667 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5556 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.5 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.563 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0637 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4331 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5035 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5105 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.4778 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.5707 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4212 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.5661 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.5556 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.4936 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.5319 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.5319 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.5319 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6091 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5152 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.4754 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.5152 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0491 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.5556 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5556 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.5 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.6111 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.4444 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.6111 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.6111 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.5556 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.6111 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.6111 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.6111 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.6667 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.5556 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.5 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.563 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0637 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.5833 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.6667 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.6667 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.625 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.7083 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.5833 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.7083 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.7083 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.6667 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.7083 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.7083 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.7083 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.75 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.6667 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.625 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.6722 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0478 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.3827 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.4568 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.4568 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.4167 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.5031 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.3827 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.5031 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.5031 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.4568 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.5031 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.5031 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.5031 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.5556 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.4568 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.4167 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.4667 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0485 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.036996 | 0:00:00.006000 | 0:00:00.036996 |\n", "| 2 | 0.6111 | 0:00:00.034002 | 0:00:00.006999 | 0:00:00.034002 |\n", "| 3 | 0.5556 | 0:00:00.028000 | 0:00:00.008000 | 0:00:00.028000 |\n", "| 4 | 0.5556 | 0:00:00.040998 | 0:00:00.012002 | 0:00:00.040998 |\n", "| 5 | 0.5 | 0:00:00.035999 | 0:00:00.014002 | 0:00:00.035999 |\n", "| 6 | 0.7222 | 0:00:00.029999 | 0:00:00.007000 | 0:00:00.029999 |\n", "| 7 | 0.5556 | 0:00:00.039998 | 0:00:00.008000 | 0:00:00.039998 |\n", "| 8 | 0.5556 | 0:00:00.048002 | 0:00:00.015000 | 0:00:00.048002 |\n", "| 9 | 0.6111 | 0:00:00.030999 | 0:00:00.010001 | 0:00:00.030999 |\n", "| 10 | 0.5556 | 0:00:00.028999 | 0:00:00.008000 | 0:00:00.028999 |\n", "| 11 | 0.5556 | 0:00:00.045999 | 0:00:00.015001 | 0:00:00.045999 |\n", "| 12 | 0.5556 | 0:00:00.043001 | 0:00:00.008000 | 0:00:00.043001 |\n", "| 13 | 0.5 | 0:00:00.026999 | 0:00:00.015000 | 0:00:00.026999 |\n", "| 14 | 0.6111 | 0:00:00.029999 | 0:00:00.010000 | 0:00:00.029999 |\n", "| 15 | 0.6667 | 0:00:00.034003 | 0:00:00.012998 | 0:00:00.034003 |\n", "| Average | 0.5852 | 0:00:00.035600 | 0:00:00.010400 | 0:00:00.023000 |\n", "| Std Dev. | 0.0604 | 0.006489067574998285 | 0.003179269096294327 | 0.013596355511107768 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.8 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.8 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.8 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.7333 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.7333 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.7333 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.7333 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.7333 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.7333 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6667 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6667 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.6 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7467 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0653 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| 1 | 0.9048 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.8214 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.8214 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.8214 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.8214 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.8214 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.7714 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.7714 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.7714 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.7714 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.7714 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.7714 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6548 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6548 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.5937 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7696 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0771 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.8 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.8 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.8 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.7333 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.7333 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.7333 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.7333 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.7333 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.7333 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6667 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6667 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.6 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7467 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0653 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 0.8611 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.8056 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.8056 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.8056 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.8056 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.8056 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.75 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.75 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.75 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.75 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.75 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.75 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6667 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6667 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.6111 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7556 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0635 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.8 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.8 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.8 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.7333 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.7333 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.7333 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.7333 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.7333 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.7333 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6667 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6667 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.6 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7467 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0653 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+--------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "| 1 | 0.8665 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.7944 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.7944 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.7944 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.7944 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.7944 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.7222 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.7222 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.7222 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.7222 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.7222 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.7222 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6444 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6444 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.5741 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7357 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0722 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+-----------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.8 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.8 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.8 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.8 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.7333 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.7333 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.7333 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.7333 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.7333 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.7333 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.6667 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.6667 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.6 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.7467 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0653 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+-----------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-------+---------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-------+---------------------+----------------------+----------------------+\n", "| 1 | 0.9 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.85 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.85 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.85 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.85 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.85 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.8 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.8 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.8 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.8 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.8 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.8 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.75 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.75 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.7 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.81 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.049 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+-------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "| 1 | 0.7956 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.7067 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.7067 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.7067 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.7067 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.7067 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.6267 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.6267 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.6267 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.6267 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.6267 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.6267 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.5556 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.5556 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.4933 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.6462 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0742 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+-----------------------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "| 1 | 0.2 | 0:00:00.017000 | 0:00:00.004999 | 0:00:00.017000 |\n", "| 2 | 0.2667 | 0:00:00.033001 | 0:00:00.005000 | 0:00:00.033001 |\n", "| 3 | 0.2667 | 0:00:00.017999 | 0:00:00.005000 | 0:00:00.017999 |\n", "| 4 | 0.2667 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 5 | 0.2667 | 0:00:00.020000 | 0:00:00.005001 | 0:00:00.020000 |\n", "| 6 | 0.2667 | 0:00:00.026000 | 0:00:00.005000 | 0:00:00.026000 |\n", "| 7 | 0.3333 | 0:00:00.017000 | 0:00:00.006000 | 0:00:00.017000 |\n", "| 8 | 0.3333 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.3333 | 0:00:00.023998 | 0:00:00.007000 | 0:00:00.023998 |\n", "| 10 | 0.3333 | 0:00:00.018000 | 0:00:00.007999 | 0:00:00.018000 |\n", "| 11 | 0.3333 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 12 | 0.3333 | 0:00:00.017001 | 0:00:00.006999 | 0:00:00.017001 |\n", "| 13 | 0.4 | 0:00:00.017001 | 0:00:00.009000 | 0:00:00.017001 |\n", "| 14 | 0.4 | 0:00:00.019999 | 0:00:00.007999 | 0:00:00.019999 |\n", "| 15 | 0.4667 | 0:00:00.017002 | 0:00:00.008000 | 0:00:00.017002 |\n", "| Average | 0.32 | 0:00:00.020734 | 0:00:00.006600 | 0:00:00.013667 |\n", "| Std Dev. | 0.0653 | 0.00452342058164513 | 0.001496720276870098 | 0.007828853762586139 |\n", "+----------+--------+---------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.7492 | 0.0993 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.7423 | 0.0996 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.7156 | 0.1156 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7267 | 0.069 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7494 | 0.1544 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.7501 | 0.0833 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7607 | 0.0823 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7552 | 0.1065 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7556 | 0.0859 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7469 | 0.0755 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7594 | 0.0821 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7503 | 0.0731 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.7281 | 0.105 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6856 | 0.1196 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7411 | 0.1002 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0193 | 0.0255 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7325 | 0.1635 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.7391 | 0.1222 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.7206 | 0.1159 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.7034 | 0.1189 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7241 | 0.0926 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7482 | 0.1787 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.7454 | 0.1206 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7554 | 0.0961 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7519 | 0.115 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7699 | 0.092 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7556 | 0.0644 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7724 | 0.0666 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7329 | 0.0882 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.7107 | 0.1187 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6725 | 0.1325 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7357 | 0.1124 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0257 | 0.0303 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.7492 | 0.0993 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.7423 | 0.0996 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.7156 | 0.1156 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7267 | 0.069 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7494 | 0.1544 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.7501 | 0.0833 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7607 | 0.0823 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7552 | 0.1065 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7556 | 0.0859 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7469 | 0.0755 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7594 | 0.0821 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7503 | 0.0731 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.7281 | 0.105 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6856 | 0.1196 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7411 | 0.1002 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0193 | 0.0255 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7354 | 0.1414 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.7335 | 0.1039 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.727 | 0.1031 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.6951 | 0.1147 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7018 | 0.0807 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7255 | 0.1428 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.728 | 0.0749 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7347 | 0.0875 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7277 | 0.1115 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7205 | 0.0913 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7163 | 0.0868 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7298 | 0.095 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7203 | 0.0659 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.6998 | 0.094 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6639 | 0.0958 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7173 | 0.0993 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0189 | 0.0209 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.7492 | 0.0993 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.7423 | 0.0996 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.7156 | 0.1156 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7267 | 0.069 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7494 | 0.1544 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.7501 | 0.0833 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7607 | 0.0823 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7552 | 0.1065 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7556 | 0.0859 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7469 | 0.0755 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7594 | 0.0821 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7503 | 0.0731 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.7281 | 0.105 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6856 | 0.1196 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7411 | 0.1002 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0193 | 0.0255 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.727 | 0.1539 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.728 | 0.1158 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.7184 | 0.1085 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.6944 | 0.1127 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7031 | 0.0791 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7256 | 0.1558 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.722 | 0.0909 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7297 | 0.0922 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7227 | 0.1188 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7195 | 0.1035 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7105 | 0.0919 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7255 | 0.1005 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7178 | 0.0765 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.6965 | 0.1054 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6567 | 0.1143 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7131 | 0.108 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0186 | 0.0221 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.7492 | 0.0993 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.7423 | 0.0996 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.7156 | 0.1156 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.7267 | 0.069 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.7494 | 0.1544 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.7501 | 0.0833 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.7607 | 0.0823 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.7552 | 0.1065 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.7556 | 0.0859 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.7469 | 0.0755 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.7594 | 0.0821 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.7503 | 0.0731 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.7281 | 0.105 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.6856 | 0.1196 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.7411 | 0.1002 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0193 | 0.0255 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8062 | 0.1138 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.8119 | 0.0744 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.8067 | 0.0747 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.7867 | 0.0867 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.795 | 0.0517 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.8121 | 0.1158 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.8126 | 0.0625 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.8206 | 0.0617 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.8164 | 0.0799 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.8167 | 0.0644 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.8102 | 0.0566 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.8195 | 0.0616 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.8127 | 0.0548 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.796 | 0.0788 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.7642 | 0.0897 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.8058 | 0.0751 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0145 | 0.0191 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6591 | 0.1439 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.6547 | 0.1027 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.6468 | 0.1038 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.6202 | 0.1127 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.6239 | 0.0744 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.669 | 0.1468 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.6529 | 0.0952 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.6652 | 0.0914 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.6632 | 0.1129 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.6598 | 0.0981 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.648 | 0.0829 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.6636 | 0.0913 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.6515 | 0.0849 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.6317 | 0.1121 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.5891 | 0.1188 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.6466 | 0.1048 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.021 | 0.02 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3169 | 0.1765 | 0:00:00.060801 | 0:00:00.008599 | 0:00:00.069400 |\n", "| 2 | 0.3291 | 0.1436 | 0:00:00.063400 | 0:00:00.011401 | 0:00:00.074801 |\n", "| 3 | 0.3162 | 0.121 | 0:00:00.049599 | 0:00:00.011000 | 0:00:00.060599 |\n", "| 4 | 0.3318 | 0.1162 | 0:00:00.062200 | 0:00:00.011400 | 0:00:00.073600 |\n", "| 5 | 0.3474 | 0.0833 | 0:00:00.060000 | 0:00:00.015601 | 0:00:00.075601 |\n", "| 6 | 0.3184 | 0.2041 | 0:00:00.057800 | 0:00:00.012550 | 0:00:00.070350 |\n", "| 7 | 0.3177 | 0.1295 | 0:00:00.060200 | 0:00:00.014800 | 0:00:00.075000 |\n", "| 8 | 0.3015 | 0.1364 | 0:00:00.066400 | 0:00:00.016201 | 0:00:00.082601 |\n", "| 9 | 0.3071 | 0.1618 | 0:00:00.057399 | 0:00:00.016200 | 0:00:00.073600 |\n", "| 10 | 0.3066 | 0.137 | 0:00:00.054800 | 0:00:00.012400 | 0:00:00.067199 |\n", "| 11 | 0.3153 | 0.1295 | 0:00:00.068000 | 0:00:00.014800 | 0:00:00.082800 |\n", "| 12 | 0.3098 | 0.135 | 0:00:00.062800 | 0:00:00.016801 | 0:00:00.079601 |\n", "| 13 | 0.3189 | 0.1208 | 0:00:00.059400 | 0:00:00.016000 | 0:00:00.075400 |\n", "| 14 | 0.3411 | 0.1569 | 0:00:00.058399 | 0:00:00.016000 | 0:00:00.074399 |\n", "| 15 | 0.3836 | 0.1686 | 0:00:00.057400 | 0:00:00.017800 | 0:00:00.075200 |\n", "| Average | 0.3241 | 0.1413 | 0:00:00.059906 | 0:00:00.014104 | 0:00:00.074010 |\n", "| Std Dev. | 0.0201 | 0.028 | 0.0043686152 | 0.0025819663 | 0.0054845393 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\z-page-blocks-an-nn'\n", "5473\n", "arr (5473, 10)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------------------+---------------------+------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+------------------+\n", "| 1 | 0.9626 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.9653 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.9653 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.9653 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.9662 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.9671 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.9662 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.9662 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.9662 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.968 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9671 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9689 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9689 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.9671 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.9662 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.9665 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0015 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+----------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "| 1 | 0.7489 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.8024 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.795 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.8102 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.8182 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.8124 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.7861 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.6842 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.6896 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.9087 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9058 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9208 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9032 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.8955 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.8953 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.8251 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0757 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "| 1 | 0.9626 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.9653 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.9653 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.9653 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.9662 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.9671 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.9662 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.9662 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.9662 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.968 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9671 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9689 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9689 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.9671 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.9662 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.9665 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0015 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "| 1 | 0.6774 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.6976 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.6976 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.6848 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.688 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.6759 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.6329 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.6054 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.6054 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.6456 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.6454 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.6458 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.6763 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.6238 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.6138 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.6544 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.032 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------------------+---------------------+------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+------------------+\n", "| 1 | 0.9626 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.9653 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.9653 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.9653 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.9662 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.9671 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.9662 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.9662 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.9662 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.968 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9671 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9689 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9689 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.9671 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.9662 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.9665 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0015 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+--------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "| 1 | 0.7068 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.7394 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.7361 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.7333 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.7385 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.7296 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.6881 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.6386 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.6396 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.714 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.7124 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.7183 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.7529 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.6937 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.686 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.7085 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0332 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+-----------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "| 1 | 0.9626 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.9653 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.9653 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.9653 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.9662 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.9671 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.9662 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.9662 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.9662 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.968 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9671 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9689 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9689 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.9671 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.9662 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.9665 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0015 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+-----------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "| 1 | 0.9766 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.9783 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.9783 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.9783 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.9789 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.9795 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.9789 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.9789 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.9789 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.98 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9795 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9806 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9806 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.9795 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.9789 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.979 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.001 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+--------------------+---------------------+------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+------------------+\n", "| 1 | 0.934 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.9387 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.9387 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.9387 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.9403 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.9419 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.9403 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.9403 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.9403 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.9435 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.9419 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.9451 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.9451 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.9419 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.9403 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.9407 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0027 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+-----------------------+--------------------+---------------------+------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "| 1 | 0.0886 | 0:00:17.748000 | 0:00:00.630004 | 0:00:17.748000 |\n", "| 2 | 0.0858 | 0:00:19.618000 | 0:00:00.803003 | 0:00:19.618000 |\n", "| 3 | 0.0877 | 0:00:17.663994 | 0:00:00.649001 | 0:00:17.663994 |\n", "| 4 | 0.0877 | 0:00:16.980000 | 0:00:00.602000 | 0:00:16.980000 |\n", "| 5 | 0.0849 | 0:00:17.579001 | 0:00:00.612001 | 0:00:17.579001 |\n", "| 6 | 0.0895 | 0:00:18.776175 | 0:00:00.778999 | 0:00:18.776175 |\n", "| 7 | 0.0886 | 0:00:17.224003 | 0:00:00.621996 | 0:00:17.224003 |\n", "| 8 | 0.0849 | 0:00:23.358001 | 0:00:01.080000 | 0:00:23.358001 |\n", "| 9 | 0.0858 | 0:00:20.580998 | 0:00:00.644002 | 0:00:20.580998 |\n", "| 10 | 0.0804 | 0:00:18.782000 | 0:00:00.830998 | 0:00:18.782000 |\n", "| 11 | 0.0813 | 0:00:22.761003 | 0:00:01.103000 | 0:00:22.761003 |\n", "| 12 | 0.0767 | 0:00:22.880001 | 0:00:00.964997 | 0:00:22.880001 |\n", "| 13 | 0.0813 | 0:00:20.706003 | 0:00:00.780998 | 0:00:20.706003 |\n", "| 14 | 0.0868 | 0:00:18.983008 | 0:00:00.893992 | 0:00:18.983008 |\n", "| 15 | 0.0895 | 0:00:19.458002 | 0:00:00.866999 | 0:00:19.458002 |\n", "| Average | 0.0853 | 0:00:19.539879 | 0:00:00.790799 | 0:00:10.165339 |\n", "| Std Dev. | 0.0037 | 2.0416578807813957 | 0.16197251735828952 | 9.48574188894545 |\n", "+----------+--------+--------------------+---------------------+------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+------------------+---------------------+-------------------+\n", "| 1 | 0.9555 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.9566 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.9589 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.9566 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.96 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.96 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.9578 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.9589 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.96 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.96 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.96 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.9612 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.96 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.96 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.96 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.9591 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0016 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+----------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+------------------+---------------------+-------------------+\n", "| 1 | 0.7961 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.8031 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.8705 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.8721 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.8865 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.8254 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.8812 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.7957 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.8067 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.7965 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.8067 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.817 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.8919 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.8919 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.8919 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.8422 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0399 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+-----------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+------------------+---------------------+-------------------+\n", "| 1 | 0.9555 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.9566 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.9589 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.9566 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.96 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.96 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.9578 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.9589 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.96 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.96 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.96 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.9612 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.96 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.96 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.96 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.9591 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0016 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+-----------------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+------------------+---------------------+-------------------+\n", "| 1 | 0.716 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.7162 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.7204 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.7089 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.7226 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.717 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.6464 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.6559 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.6562 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.6598 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.6562 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.6508 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.6506 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.6506 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.6506 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.6785 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0315 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+--------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+------------------+---------------------+-------------------+\n", "| 1 | 0.9555 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.9566 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.9589 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.9566 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.96 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.96 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.9578 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.9589 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.96 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.96 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.96 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.9612 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.96 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.96 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.96 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.9591 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0016 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+--------------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+------------------+---------------------+-------------------+\n", "| 1 | 0.7507 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.754 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.7833 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.7774 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.7914 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.762 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.7229 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.7145 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.718 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.7171 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.718 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.7154 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.7287 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.7287 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.7287 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.7407 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.026 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+-----------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+------------------+---------------------+-------------------+\n", "| 1 | 0.9555 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.9566 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.9589 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.9566 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.96 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.96 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.9578 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.9589 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.96 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.96 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.96 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.9612 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.96 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.96 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.96 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.9591 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0016 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+-----------------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+------------------+---------------------+-------------------+\n", "| 1 | 0.9722 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.9729 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.9743 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.9729 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.975 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.975 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.9736 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.9743 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.975 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.975 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.975 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.9757 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.975 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.975 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.975 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.9744 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.001 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+--------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+------------------+---------------------+-------------------+\n", "| 1 | 0.9218 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.9238 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.9277 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.9238 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.9297 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.9297 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.9258 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.9277 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.9297 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.9297 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.9297 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.9316 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.9297 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.9297 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.9297 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.928 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0028 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+-----------------------+------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+------------------+---------------------+-------------------+\n", "| 1 | 0.1142 | 0:00:14.036998 | 0:00:00.479998 | 0:00:14.036998 |\n", "| 2 | 0.1142 | 0:00:14.927001 | 0:00:00.519000 | 0:00:14.927001 |\n", "| 3 | 0.1107 | 0:00:14.493000 | 0:00:00.574000 | 0:00:14.493000 |\n", "| 4 | 0.113 | 0:00:14.338001 | 0:00:00.557999 | 0:00:14.338001 |\n", "| 5 | 0.1027 | 0:00:14.793999 | 0:00:00.529020 | 0:00:14.793999 |\n", "| 6 | 0.1039 | 0:00:15.135981 | 0:00:00.598000 | 0:00:15.135981 |\n", "| 7 | 0.1096 | 0:00:14.680999 | 0:00:00.513001 | 0:00:14.680999 |\n", "| 8 | 0.1027 | 0:00:14.141999 | 0:00:00.510003 | 0:00:14.141999 |\n", "| 9 | 0.0982 | 0:00:14.633998 | 0:00:00.596001 | 0:00:14.633998 |\n", "| 10 | 0.1016 | 0:00:14.581999 | 0:00:00.578000 | 0:00:14.581999 |\n", "| 11 | 0.0982 | 0:00:16.240000 | 0:00:00.559000 | 0:00:16.240000 |\n", "| 12 | 0.097 | 0:00:16.364000 | 0:00:00.664005 | 0:00:16.364000 |\n", "| 13 | 0.1039 | 0:00:17.097995 | 0:00:00.618999 | 0:00:17.097995 |\n", "| 14 | 0.1039 | 0:00:16.299001 | 0:00:00.600999 | 0:00:16.299001 |\n", "| 15 | 0.1039 | 0:00:15.435999 | 0:00:00.571000 | 0:00:15.435999 |\n", "| Average | 0.1052 | 0:00:15.146731 | 0:00:00.564602 | 0:00:07.855667 |\n", "| Std Dev. | 0.0056 | 0.90147137913361 | 0.04675956708076673 | 7.318951155562821 |\n", "+----------+--------+------------------+---------------------+-------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\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 loadNonIRDatasets(dataset):\n", " documents,labels=[],[]\n", " fname=dataset+'.csv'\n", " with open(fname, 'r') as file:\n", " reader = csv.reader(file, delimiter = ',')\n", " for row in reader:\n", " if len(row)>0:\n", " if '?' in row:\n", " continue\n", " doc=row[0:len(row)-1]\n", " try:\n", " doc=[abs(float(d)) for d in doc]\n", " except:\n", " continue\n", " documents.append(doc)\n", " #print(row)\n", " labels.append(row[len(row)-1])\n", "\n", " return documents,labels\n", "def add_noise(filename, noise_level=0.05):\n", " #The noise schema randomly chose 5% of the samples from each data set and\n", " #replaced their values of each attribute with values sampled uniformly at random from a range \n", " #between the minimum and maximum values of the corresponding attribute.\n", " #fname=dataset+'.csv'\n", " df = pd.read_csv(filename+'.csv')\n", " # Get the list of numeric columns\n", " numeric_columns = df.select_dtypes(include=['float64']).columns\n", " \n", " # Iterate over numeric columns\n", " for col in numeric_columns:\n", " # Calculate the number of samples to add noise to\n", " num_samples = int(len(df) * noise_level)\n", " \n", " # Select random samples\n", " random_samples = np.random.choice(df.index, size=num_samples, replace=False)\n", " \n", " # Generate noise values within the range of each attribute\n", " min_val = df[col].min()\n", " max_val = df[col].max()\n", " noise_values = np.random.uniform(min_val, max_val, size=num_samples)\n", " \n", " # Replace values with noise in the selected samples\n", " df.loc[random_samples, col] = noise_values\n", "\n", " noisy_filename= filename +'-an-nn.csv'\n", " df.to_csv(noisy_filename, index=False)\n", "\n", "\n", "def Euclidean(a, b):#distance\n", " return distance.euclidean(a,b)\n", "\n", "def PrintDetails(metric=\"smtp\",measure= \"Accuracy\",Arr=None,kList=list(range(1,16)),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", " roc=[]\n", " y_pred=[]\n", " mae=[]\n", " averageMeanPrecison=[]\n", " kList=list(range(1,16))\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", " 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", " \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", " avg_test_time.append(test_time)\n", " avg_train_time.append(train_time)\n", " \n", "import glob\n", "datasets=[]\n", "for file_name in glob.glob(\"Noisy Dataets\\\\\"+'*.csv'):\n", " file=os.path.split(file_name)[1]\n", " datasets.append(os.path.splitext(file)[0])\n", "\n", " \n", "for dataset in datasets:\n", " fname=\"Noisy Dataets\\\\\"+dataset\n", " print(fname.encode())\n", " arr,labels=loadNonIRDatasets(fname)\n", " print(len(arr))\n", " arr=np.array(arr)\n", " labels=np.array(labels)\n", " labels=list(labels)\n", " le = LabelEncoder()\n", " labels=le.fit_transform(labels)\n", "\n", " classes=categories=list(set(labels))\n", " measures=[\"Euclidean\"]\n", " global w\n", " w=0\n", " global Weights\n", " print(\"arr\",arr.shape)\n", " for met in measures:\n", " n_split=1\n", " labels=np.array(labels)\n", " path = \"LMGL-FkNN\\\\Noisy Datasets\"\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", " avg_test_time=[]\n", " avg_train_time=[]\n", " split_list=[]\n", " X = arr.copy()\n", " y = labels.copy()\n", " for i in range(0,5):\n", " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", " split_list.append([X_train, X_test, y_train, y_test])\n", " X = X_train.copy()\n", " y = y_train.copy()\n", " for i in range(0,5):\n", " xTrain, xTest = split_list[i][0],split_list[i][1]\n", " yTrain, yTest = split_list[i][2],split_list[i][3]\n", " train_data=np.array(xTrain)\n", " test_data=np.array(xTest)\n", " train_labels=np.array(yTrain)\n", " test_labels=np.array(yTest)\n", " allData=arr\n", " termOcc=[]\n", " docOcc=[]\n", " tables.write(\"\\n*************\".encode())\n", " tables.write((\" Split\\t\"+str(n_split)).encode())\n", " tables.write(\" ***********\\n\".encode())\n", " n_split=n_split+1\n", " k=1\n", " print(\"###############\")\n", " Weights=np.ones(train_data.shape[0])\n", " classify(k=k,metric=met,termOccurance=termOcc,docOccurance=docOcc)\n", " list1=list(range(1,16))\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", " 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", " 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 }