{ "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": [ "['Car', 'Fish', 'GunPoint', 'Ham', 'Haptics', 'Herring', 'InlineSkate', 'Meat', 'Plane', 'Strawberry', 'Trace', 'Yoga']\n", "Car\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2, 3: 3}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7333 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7333 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7167 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.75 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.75 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7167 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7333 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.7 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.7 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7167 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7167 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7167 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6833 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6833 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6833 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6833 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6667 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7073 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0206 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7478 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7478 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7357 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.7582 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.754 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7287 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7413 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.7161 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.7161 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7225 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7225 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7418 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7225 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7418 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7418 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7266 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7172 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7172 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7172 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7172 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6952 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6952 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6952 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6952 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6816 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7239 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0201 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7333 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7333 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7167 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.75 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.75 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7167 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7333 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.7 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.7 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7167 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7167 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7167 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6833 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6833 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6833 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6833 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6667 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7073 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0206 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7417 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7417 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7285 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.7595 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.7595 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7332 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7511 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.7154 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.7154 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7167 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7167 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7346 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7167 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7346 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7346 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7167 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7154 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7154 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7154 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7154 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6975 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6975 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6975 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6975 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6797 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7219 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0196 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7333 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7333 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7167 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.75 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.75 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7167 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7333 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.7 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.7 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7167 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7167 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7167 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6833 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6833 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6833 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6833 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6667 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7073 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0206 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7366 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7366 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7211 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.7521 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.7527 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7217 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7373 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.706 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.706 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7066 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7066 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7251 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7066 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7251 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7251 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7086 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7059 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7059 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7059 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7059 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6872 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6872 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6872 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6872 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6709 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7127 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0203 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7333 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.7333 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.7167 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.75 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.75 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.7167 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.7333 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.7 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.7 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.7 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.7 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.7167 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.7 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.7167 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.7167 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.7 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.7 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.7 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.7 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.7 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.6833 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.6833 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.6833 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.6833 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.6667 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.7073 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0206 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8222 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.8222 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.8111 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.8333 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.8333 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.8111 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.8222 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.8 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.8 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.8 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.8 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.8111 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.8 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.8111 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.8111 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.8 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.8 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.8 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.8 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.8 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.7889 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.7889 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.7889 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.7889 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.7778 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.8049 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0137 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6044 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.6044 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.5844 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.625 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.625 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.5844 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.6044 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.565 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.565 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.565 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.565 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.5844 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.565 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.5844 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.5844 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.565 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.565 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.565 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.565 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.565 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.5461 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.5461 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.5461 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.5461 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.5278 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.5739 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0242 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4833 | 0:00:00.065999 | 0:00:00.024000 | 0:00:00.065999 |\n", "| 2 | 0.4833 | 0:00:00.072001 | 0:00:00.029000 | 0:00:00.072001 |\n", "| 3 | 0.5 | 0:00:00.064999 | 0:00:00.030000 | 0:00:00.064999 |\n", "| 4 | 0.4667 | 0:00:00.065004 | 0:00:00.037001 | 0:00:00.065004 |\n", "| 5 | 0.4333 | 0:00:00.064998 | 0:00:00.035001 | 0:00:00.064998 |\n", "| 6 | 0.4667 | 0:00:00.065000 | 0:00:00.042001 | 0:00:00.065000 |\n", "| 7 | 0.45 | 0:00:00.070998 | 0:00:00.040999 | 0:00:00.070998 |\n", "| 8 | 0.5167 | 0:00:00.069003 | 0:00:00.039997 | 0:00:00.069003 |\n", "| 9 | 0.5167 | 0:00:00.062999 | 0:00:00.042000 | 0:00:00.062999 |\n", "| 10 | 0.5167 | 0:00:00.073000 | 0:00:00.055000 | 0:00:00.073000 |\n", "| 11 | 0.5167 | 0:00:00.064000 | 0:00:00.051002 | 0:00:00.064000 |\n", "| 12 | 0.45 | 0:00:00.062000 | 0:00:00.044001 | 0:00:00.062000 |\n", "| 13 | 0.5167 | 0:00:00.063998 | 0:00:00.047000 | 0:00:00.063998 |\n", "| 14 | 0.45 | 0:00:00.063001 | 0:00:00.046998 | 0:00:00.063001 |\n", "| 15 | 0.45 | 0:00:00.064000 | 0:00:00.051000 | 0:00:00.064000 |\n", "| 16 | 0.4667 | 0:00:00.063000 | 0:00:00.049001 | 0:00:00.063000 |\n", "| 17 | 0.4833 | 0:00:00.063001 | 0:00:00.051998 | 0:00:00.063001 |\n", "| 18 | 0.4833 | 0:00:00.065003 | 0:00:00.053999 | 0:00:00.065003 |\n", "| 19 | 0.4833 | 0:00:00.075001 | 0:00:00.054002 | 0:00:00.075001 |\n", "| 20 | 0.4833 | 0:00:00.064998 | 0:00:00.074997 | 0:00:00.064998 |\n", "| 21 | 0.5 | 0:00:00.075003 | 0:00:00.056998 | 0:00:00.075003 |\n", "| 22 | 0.5 | 0:00:00.061999 | 0:00:00.052001 | 0:00:00.061999 |\n", "| 23 | 0.5 | 0:00:00.065000 | 0:00:00.060000 | 0:00:00.065000 |\n", "| 24 | 0.5 | 0:00:00.077000 | 0:00:00.067011 | 0:00:00.077000 |\n", "| 25 | 0.55 | 0:00:00.077989 | 0:00:00.076000 | 0:00:00.077989 |\n", "| Average | 0.4867 | 0:00:00.067160 | 0:00:00.048440 | 0:00:00.057800 |\n", "| Std Dev. | 0.0275 | 0.004895594231250466 | 0.012681386759979275 | 0.013416334566228861 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "Fish\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7829 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.7943 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.7943 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.8171 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8114 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8057 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8057 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8057 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8171 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8171 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8171 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8171 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.8229 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8057 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.7943 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.7943 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.7943 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.7943 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.7943 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.7886 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.7829 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.7714 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.7771 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.76 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.7986 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0156 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7983 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.8144 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.8181 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.835 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8329 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8302 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8267 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8302 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8466 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8456 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8442 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8442 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.8507 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8374 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.835 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8456 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.8394 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.8322 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.8378 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.8333 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.8287 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.8271 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.8169 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.8255 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.8082 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.8314 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0125 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7829 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.7943 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.7943 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.8171 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8114 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8057 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8057 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8057 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8171 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8171 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8171 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8171 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.8229 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8057 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.7943 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.7943 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.7943 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.7943 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.7943 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.7886 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.7829 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.7714 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.7771 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.76 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.7986 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0156 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7876 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.799 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.7982 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.82 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8151 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8107 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8107 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8107 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8216 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8216 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8216 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8216 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.827 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8099 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.7999 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8063 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.7999 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.7999 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.7999 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.7999 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.7949 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.7898 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.7771 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.7817 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.7649 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.8036 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0152 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7829 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.7943 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.7943 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.8171 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8114 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8057 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8057 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8057 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8171 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8171 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8171 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8171 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.8229 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8057 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.7943 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.7943 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.7943 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.7943 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.7943 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.7886 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.7829 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.7714 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.7771 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.76 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.7986 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0156 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7838 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.7954 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.7956 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.8187 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8136 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8086 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.807 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8086 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8226 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8224 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8216 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8216 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.827 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8116 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.8019 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8095 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.8032 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.8012 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.8026 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.8013 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.7957 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.7908 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.7787 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.7871 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.769 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.804 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0145 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.7829 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.7943 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.7943 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.8171 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.8114 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8057 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8057 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8057 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8171 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8171 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8171 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8171 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.8229 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8057 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.7943 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.7943 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.7943 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.7943 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.7943 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.7886 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.7829 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.7714 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.7771 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.76 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.7986 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0156 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.8733 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.88 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.88 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.8933 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.89 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.8867 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.8867 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.8867 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.8933 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.8933 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.8933 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.8933 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.8967 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.8867 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.88 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.8833 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.88 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.88 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.88 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.88 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.8767 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.8733 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.8667 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.87 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.86 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.8825 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0091 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| 1 | 0.6439 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.6603 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.6603 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.6938 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.6854 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.6769 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.6769 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.6769 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.6938 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.6938 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.6938 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.6938 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.7024 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.6769 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.6603 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.6686 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.6603 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.6603 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.6603 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.6603 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.652 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.6439 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.6278 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.6358 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.6119 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.6668 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.0226 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 1 | 0.6571 | 0:00:00.579000 | 0:00:00.128000 | 0:00:00.579000 |\n", "| 2 | 0.6514 | 0:00:00.588000 | 0:00:00.140001 | 0:00:00.588000 |\n", "| 3 | 0.64 | 0:00:00.551150 | 0:00:00.158998 | 0:00:00.551150 |\n", "| 4 | 0.5657 | 0:00:00.542001 | 0:00:00.151998 | 0:00:00.542001 |\n", "| 5 | 0.5714 | 0:00:00.620002 | 0:00:00.198999 | 0:00:00.620002 |\n", "| 6 | 0.5714 | 0:00:00.660002 | 0:00:00.205998 | 0:00:00.660002 |\n", "| 7 | 0.6343 | 0:00:00.546001 | 0:00:00.173002 | 0:00:00.546001 |\n", "| 8 | 0.5943 | 0:00:00.616998 | 0:00:00.172000 | 0:00:00.616998 |\n", "| 9 | 0.5086 | 0:00:00.524999 | 0:00:00.182001 | 0:00:00.524999 |\n", "| 10 | 0.5143 | 0:00:00.515000 | 0:00:00.224002 | 0:00:00.515000 |\n", "| 11 | 0.52 | 0:00:00.552998 | 0:00:00.205000 | 0:00:00.552998 |\n", "| 12 | 0.52 | 0:00:00.600000 | 0:00:00.225002 | 0:00:00.600000 |\n", "| 13 | 0.5086 | 0:00:00.519510 | 0:00:00.221999 | 0:00:00.519510 |\n", "| 14 | 0.5257 | 0:00:00.554002 | 0:00:00.231002 | 0:00:00.554002 |\n", "| 15 | 0.5371 | 0:00:00.693998 | 0:00:00.263999 | 0:00:00.693998 |\n", "| 16 | 0.5029 | 0:00:00.522999 | 0:00:00.220003 | 0:00:00.522999 |\n", "| 17 | 0.5486 | 0:00:00.497998 | 0:00:00.228998 | 0:00:00.497998 |\n", "| 18 | 0.5771 | 0:00:00.519001 | 0:00:00.241001 | 0:00:00.519001 |\n", "| 19 | 0.5486 | 0:00:00.536001 | 0:00:00.248000 | 0:00:00.536001 |\n", "| 20 | 0.5429 | 0:00:00.628998 | 0:00:00.276002 | 0:00:00.628998 |\n", "| 21 | 0.5543 | 0:00:00.636000 | 0:00:00.349000 | 0:00:00.636000 |\n", "| 22 | 0.5429 | 0:00:00.661002 | 0:00:00.379000 | 0:00:00.661002 |\n", "| 23 | 0.52 | 0:00:00.750999 | 0:00:00.360002 | 0:00:00.750999 |\n", "| 24 | 0.5314 | 0:00:00.626998 | 0:00:00.333997 | 0:00:00.626998 |\n", "| 25 | 0.5771 | 0:00:00.584002 | 0:00:00.332999 | 0:00:00.584002 |\n", "| Average | 0.5586 | 0:00:00.585106 | 0:00:00.234040 | 0:00:00.409573 |\n", "| Std Dev. | 0.045 | 0.062327548419541606 | 0.06897270553648749 | 0.18743750284845667 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "###############\n", "GunPoint\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9133 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9267 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.92 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9133 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9133 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.92 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.8733 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.8533 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8533 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8467 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8467 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.8533 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.8533 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8667 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8333 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8467 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.82 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8467 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8333 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8533 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8533 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.8667 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8704 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0321 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9138 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9271 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.9209 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9165 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9149 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.9223 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9015 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.874 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.8545 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8536 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8467 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.848 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.8571 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.8571 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8688 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8334 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8467 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.8206 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8467 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8337 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8542 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8554 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.8675 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8715 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0323 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9133 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9267 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.92 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9133 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9133 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.92 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.8733 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.8533 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8533 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8467 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8467 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.8533 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.8533 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8667 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8333 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8467 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.82 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8467 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8333 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8533 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8533 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.8667 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8704 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0321 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9136 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9269 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.9203 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9139 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9138 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.9205 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9004 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.873 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.853 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8531 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8466 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8471 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.854 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.854 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8672 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8332 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8466 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.8197 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8466 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8336 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8537 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8538 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.867 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8706 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0322 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9133 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9267 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.92 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9133 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9133 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.92 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.8733 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.8533 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8533 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8467 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8467 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.8533 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.8533 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8667 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8333 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8467 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.82 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8467 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8333 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8533 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8533 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.8667 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8704 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0321 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9133 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9267 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.92 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9132 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9133 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.9199 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.8732 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.8531 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8532 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8466 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8466 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.8531 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.8531 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8666 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8333 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8466 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.8198 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8466 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8333 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8533 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8532 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.8666 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8703 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0321 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9133 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9267 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.92 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9133 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9133 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.92 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.8733 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.8533 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8533 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8467 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8467 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.8533 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.8533 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8667 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8333 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8467 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.82 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8467 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8333 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8533 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8533 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.8667 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8704 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0321 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9136 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.9067 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.9269 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.9203 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.9139 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.9138 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.9205 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.9004 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.873 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.853 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8531 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.8466 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.8471 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.854 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.854 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8672 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.8332 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.8466 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.8197 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.8466 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.8467 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.8336 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.8537 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.8538 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.867 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8706 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0322 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.8689 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.8664 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.8866 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.8756 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.861 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.8648 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.8715 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.8477 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.8288 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.805 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.8015 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.7916 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.7827 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.7864 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.7864 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.8049 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.7755 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.7916 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.7625 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.7916 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.7885 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.7699 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.792 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.7891 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.808 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.8159 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0381 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0867 | 0:00:00.135999 | 0:00:00.040007 | 0:00:00.135999 |\n", "| 2 | 0.0933 | 0:00:00.141994 | 0:00:00.037000 | 0:00:00.141994 |\n", "| 3 | 0.0733 | 0:00:00.113999 | 0:00:00.041000 | 0:00:00.113999 |\n", "| 4 | 0.08 | 0:00:00.114000 | 0:00:00.059002 | 0:00:00.114000 |\n", "| 5 | 0.0867 | 0:00:00.141002 | 0:00:00.051000 | 0:00:00.141002 |\n", "| 6 | 0.0867 | 0:00:00.125999 | 0:00:00.050998 | 0:00:00.125999 |\n", "| 7 | 0.08 | 0:00:00.152002 | 0:00:00.049999 | 0:00:00.152002 |\n", "| 8 | 0.1 | 0:00:00.153999 | 0:00:00.066002 | 0:00:00.153999 |\n", "| 9 | 0.1267 | 0:00:00.140000 | 0:00:00.053000 | 0:00:00.140000 |\n", "| 10 | 0.1467 | 0:00:00.151998 | 0:00:00.050000 | 0:00:00.151998 |\n", "| 11 | 0.1467 | 0:00:00.160001 | 0:00:00.082000 | 0:00:00.160001 |\n", "| 12 | 0.1533 | 0:00:00.156999 | 0:00:00.075001 | 0:00:00.156999 |\n", "| 13 | 0.1533 | 0:00:00.167000 | 0:00:00.086002 | 0:00:00.167000 |\n", "| 14 | 0.1467 | 0:00:00.153997 | 0:00:00.069000 | 0:00:00.153997 |\n", "| 15 | 0.1467 | 0:00:00.177001 | 0:00:00.070998 | 0:00:00.177001 |\n", "| 16 | 0.1333 | 0:00:00.120000 | 0:00:00.079002 | 0:00:00.120000 |\n", "| 17 | 0.1667 | 0:00:00.117999 | 0:00:00.068998 | 0:00:00.117999 |\n", "| 18 | 0.1533 | 0:00:00.128001 | 0:00:00.066999 | 0:00:00.128001 |\n", "| 19 | 0.18 | 0:00:00.136001 | 0:00:00.079000 | 0:00:00.136001 |\n", "| 20 | 0.1533 | 0:00:00.108998 | 0:00:00.084002 | 0:00:00.108998 |\n", "| 21 | 0.1533 | 0:00:00.146999 | 0:00:00.063001 | 0:00:00.146999 |\n", "| 22 | 0.1667 | 0:00:00.130997 | 0:00:00.074002 | 0:00:00.130997 |\n", "| 23 | 0.1467 | 0:00:00.121000 | 0:00:00.079000 | 0:00:00.121000 |\n", "| 24 | 0.1467 | 0:00:00.125001 | 0:00:00.072001 | 0:00:00.125001 |\n", "| 25 | 0.1333 | 0:00:00.129998 | 0:00:00.086999 | 0:00:00.129998 |\n", "| Average | 0.1296 | 0:00:00.138039 | 0:00:00.065361 | 0:00:00.101700 |\n", "| Std Dev. | 0.0321 | 0.017619406811569996 | 0.014796881411898104 | 0.03981522207445339 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "Ham\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5619 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5714 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5714 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.581 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.5905 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.581 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.581 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.581 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.5905 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5905 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6095 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6286 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.619 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.619 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6095 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.619 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.619 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.619 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6286 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.619 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6286 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.619 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6015 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0199 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5997 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5615 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5713 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5707 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.5806 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.591 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6009 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.5828 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.5818 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.5818 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.593 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6034 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5944 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6139 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6333 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.6246 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.6227 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6139 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.6227 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.6227 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.6227 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6333 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.6246 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6333 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.6227 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6041 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0217 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5619 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5714 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5714 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.581 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.5905 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.581 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.581 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.581 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.5905 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5905 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6095 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6286 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.619 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.619 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6095 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.619 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.619 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.619 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6286 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.619 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6286 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.619 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6015 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0199 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5997 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5615 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5714 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5703 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.5806 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.591 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6008 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.5822 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.5817 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.5817 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.592 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6019 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5926 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6117 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6307 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.6215 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.6209 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6117 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.6209 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.6209 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.6209 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6307 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.6215 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6307 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.6209 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6028 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0207 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5619 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5714 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5714 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.581 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.5905 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.581 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.581 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.581 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.5905 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5905 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6095 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6286 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.619 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.619 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6095 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.619 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.619 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.619 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6286 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.619 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6286 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.619 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6015 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0199 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5997 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5615 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5713 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.57 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.5806 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.5905 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.5806 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.5809 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.5809 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.5899 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.5991 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5891 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6082 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6274 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.6173 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.6182 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6082 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.6182 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.6182 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.6182 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6274 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.6173 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6274 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.6182 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6007 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0196 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5619 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5714 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5714 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.581 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.5905 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.581 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.581 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.581 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.5905 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5905 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6095 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6286 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.619 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.619 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6095 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.619 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.619 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.619 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6286 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.619 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6286 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.619 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6015 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0199 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5997 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5615 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5714 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5703 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.5806 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.591 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.6008 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.5822 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.5817 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.5817 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.592 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.6019 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5926 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.6117 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.6307 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.6215 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.6209 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.6117 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.6209 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.6209 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.6209 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.6307 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.6215 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.6307 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.6209 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.6028 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0207 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5735 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.5486 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.5548 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.5538 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.5607 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.568 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.575 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.5626 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.5619 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.5619 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.5695 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.5767 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.5703 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.5842 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.5989 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.5921 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.5909 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.5842 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.5909 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.5909 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.5909 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.5989 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.5921 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.5989 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.5909 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.5776 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0154 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4 | 0:00:00.189004 | 0:00:00.034997 | 0:00:00.189004 |\n", "| 2 | 0.4381 | 0:00:00.271999 | 0:00:00.047001 | 0:00:00.271999 |\n", "| 3 | 0.4286 | 0:00:00.252999 | 0:00:00.043002 | 0:00:00.252999 |\n", "| 4 | 0.4286 | 0:00:00.230998 | 0:00:00.050000 | 0:00:00.230998 |\n", "| 5 | 0.419 | 0:00:00.234002 | 0:00:00.056999 | 0:00:00.234002 |\n", "| 6 | 0.4095 | 0:00:00.255001 | 0:00:00.046999 | 0:00:00.255001 |\n", "| 7 | 0.4 | 0:00:00.210000 | 0:00:00.072002 | 0:00:00.210000 |\n", "| 8 | 0.419 | 0:00:00.236999 | 0:00:00.050000 | 0:00:00.236999 |\n", "| 9 | 0.419 | 0:00:00.211998 | 0:00:00.059001 | 0:00:00.211998 |\n", "| 10 | 0.419 | 0:00:00.233000 | 0:00:00.042000 | 0:00:00.233000 |\n", "| 11 | 0.4095 | 0:00:00.215000 | 0:00:00.054998 | 0:00:00.215000 |\n", "| 12 | 0.4 | 0:00:00.216000 | 0:00:00.049999 | 0:00:00.216000 |\n", "| 13 | 0.4095 | 0:00:00.239002 | 0:00:00.053001 | 0:00:00.239002 |\n", "| 14 | 0.3905 | 0:00:00.260998 | 0:00:00.067000 | 0:00:00.260998 |\n", "| 15 | 0.3714 | 0:00:00.266999 | 0:00:00.075000 | 0:00:00.266999 |\n", "| 16 | 0.381 | 0:00:00.200000 | 0:00:00.050001 | 0:00:00.200000 |\n", "| 17 | 0.381 | 0:00:00.226000 | 0:00:00.075002 | 0:00:00.226000 |\n", "| 18 | 0.3905 | 0:00:00.265999 | 0:00:00.069999 | 0:00:00.265999 |\n", "| 19 | 0.381 | 0:00:00.217003 | 0:00:00.065998 | 0:00:00.217003 |\n", "| 20 | 0.381 | 0:00:00.282999 | 0:00:00.066001 | 0:00:00.282999 |\n", "| 21 | 0.381 | 0:00:00.281999 | 0:00:00.073000 | 0:00:00.281999 |\n", "| 22 | 0.3714 | 0:00:00.263000 | 0:00:00.078001 | 0:00:00.263000 |\n", "| 23 | 0.381 | 0:00:00.242000 | 0:00:00.060000 | 0:00:00.242000 |\n", "| 24 | 0.3714 | 0:00:00.259004 | 0:00:00.089997 | 0:00:00.259004 |\n", "| 25 | 0.381 | 0:00:00.267999 | 0:00:00.073000 | 0:00:00.267999 |\n", "| Average | 0.3985 | 0:00:00.241200 | 0:00:00.060120 | 0:00:00.150660 |\n", "| Std Dev. | 0.0199 | 0.025694554029046374 | 0.013321543858952989 | 0.09282420242832118 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "Haptics\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "| 1 | 0.3701 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3766 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3734 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.3864 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.4123 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.4091 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.4221 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.4286 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4416 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4351 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4383 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.4351 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4416 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4416 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.4351 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.4351 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.4286 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4383 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4383 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4416 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.4448 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4481 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4513 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4481 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.4513 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.4269 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0243 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| 1 | 0.3428 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3282 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3571 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.3811 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.4212 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.3899 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.3917 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.3866 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4077 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4117 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4208 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.4295 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4344 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4348 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.4169 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.4349 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.4424 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4509 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4379 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4197 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.4274 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4359 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4475 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4312 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.4338 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.4126 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0319 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| 1 | 0.3701 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3766 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3734 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.3864 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.4123 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.4091 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.4221 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.4286 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4416 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4351 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4383 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.4351 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4416 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4416 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.4351 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.4351 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.4286 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4383 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4383 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4416 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.4448 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4481 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4513 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4481 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.4513 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.4269 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0243 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 1 | 0.3669 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3731 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3723 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.3846 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.4101 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.4072 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.4199 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.4257 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4387 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4324 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4358 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.4324 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4393 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4392 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.4327 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.433 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.4269 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4367 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4367 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4401 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.4431 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4466 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4499 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4466 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.45 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.4248 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0245 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "| 1 | 0.3701 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3766 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3734 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.3864 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.4123 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.4091 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.4221 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.4286 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4416 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4351 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4383 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.4351 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4416 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4416 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.4351 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.4351 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.4286 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4383 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4383 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4416 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.4448 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4481 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4513 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4481 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.4513 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.4269 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0243 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| 1 | 0.344 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3427 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3531 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.365 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.3941 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.3817 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.3913 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.3925 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4029 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4004 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4033 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.3952 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4011 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4009 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.3954 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.3994 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.3932 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4019 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4022 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4073 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.413 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4164 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4222 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4168 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.4195 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.3942 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0212 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| 1 | 0.3701 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.3766 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.3734 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.3864 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.4123 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.4091 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.4221 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.4286 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.4416 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.4351 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.4383 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.4351 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.4416 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.4416 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.4351 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.4351 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.4286 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.4383 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.4383 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.4416 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.4448 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.4481 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.4513 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.4481 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.4513 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.4269 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0243 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 1 | 0.6063 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.6104 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.6084 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.6165 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.6327 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.6307 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.6388 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.6429 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.651 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.6469 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.6489 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.6469 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.651 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.651 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.6469 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.6469 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.6429 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.6489 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.6489 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.651 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.653 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.655 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.6571 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.655 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.6571 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.6418 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0152 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "| 1 | 0.263 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 0.2665 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 0.2647 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 0.272 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 0.2876 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 0.2855 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 0.2937 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 0.298 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 0.3067 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 0.3023 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 0.3045 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 0.3023 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 0.3067 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 0.3067 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 0.3023 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 0.3023 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 0.298 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 0.3045 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 0.3045 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 0.3067 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 0.3089 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 0.3111 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 0.3134 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 0.3111 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 0.3134 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 0.2974 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0151 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 1 | 1.289 | 0:00:01.286999 | 0:00:00.247000 | 0:00:01.286999 |\n", "| 2 | 1.289 | 0:00:01.172999 | 0:00:00.249001 | 0:00:01.172999 |\n", "| 3 | 1.3084 | 0:00:01.441998 | 0:00:00.297000 | 0:00:01.441998 |\n", "| 4 | 1.2468 | 0:00:01.295000 | 0:00:00.339000 | 0:00:01.295000 |\n", "| 5 | 1.1981 | 0:00:01.348000 | 0:00:00.315999 | 0:00:01.348000 |\n", "| 6 | 1.2273 | 0:00:01.218001 | 0:00:00.359000 | 0:00:01.218001 |\n", "| 7 | 1.2175 | 0:00:01.387001 | 0:00:00.378999 | 0:00:01.387001 |\n", "| 8 | 1.1916 | 0:00:01.247001 | 0:00:00.407999 | 0:00:01.247001 |\n", "| 9 | 1.1526 | 0:00:01.278001 | 0:00:00.400000 | 0:00:01.278001 |\n", "| 10 | 1.1494 | 0:00:01.324000 | 0:00:00.479001 | 0:00:01.324000 |\n", "| 11 | 1.1364 | 0:00:01.259000 | 0:00:00.465001 | 0:00:01.259000 |\n", "| 12 | 1.1494 | 0:00:01.322999 | 0:00:00.476999 | 0:00:01.322999 |\n", "| 13 | 1.1266 | 0:00:01.242003 | 0:00:00.517998 | 0:00:01.242003 |\n", "| 14 | 1.1299 | 0:00:01.284000 | 0:00:00.481000 | 0:00:01.284000 |\n", "| 15 | 1.1494 | 0:00:01.244999 | 0:00:00.470000 | 0:00:01.244999 |\n", "| 16 | 1.1494 | 0:00:01.177001 | 0:00:00.552001 | 0:00:01.177001 |\n", "| 17 | 1.1656 | 0:00:01.370001 | 0:00:00.602999 | 0:00:01.370001 |\n", "| 18 | 1.1688 | 0:00:01.476999 | 0:00:00.680000 | 0:00:01.476999 |\n", "| 19 | 1.1656 | 0:00:01.451000 | 0:00:00.601001 | 0:00:01.451000 |\n", "| 20 | 1.1786 | 0:00:01.404999 | 0:00:00.604002 | 0:00:01.404999 |\n", "| 21 | 1.1688 | 0:00:01.258997 | 0:00:00.619002 | 0:00:01.258997 |\n", "| 22 | 1.1591 | 0:00:01.348999 | 0:00:00.578001 | 0:00:01.348999 |\n", "| 23 | 1.1526 | 0:00:01.223002 | 0:00:00.813999 | 0:00:01.223002 |\n", "| 24 | 1.1688 | 0:00:01.410999 | 0:00:00.747001 | 0:00:01.410999 |\n", "| 25 | 1.1656 | 0:00:01.468999 | 0:00:00.665000 | 0:00:01.468999 |\n", "| Average | 1.1842 | 0:00:01.317720 | 0:00:00.493880 | 0:00:00.905800 |\n", "| Std Dev. | 0.0499 | 0.08809837570611201 | 0.14934945977156622 | 0.42978049747225056 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "###############\n", "Herring\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5156 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5781 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5469 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.5781 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.5938 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5781 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5938 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5469 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5938 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.6094 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.625 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.6094 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5625 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.5469 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.5156 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.5312 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.5469 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.5469 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.5625 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5781 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.5469 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.5469 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5781 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5938 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.6094 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5694 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0293 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.531 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5951 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5631 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.5811 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.5833 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5651 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5789 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.533 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5714 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.5875 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.6045 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.5854 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5208 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.4959 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.4524 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.4686 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.4864 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.4864 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.5064 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5292 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.4743 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.4743 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5222 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5517 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.6051 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5381 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0466 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5156 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5781 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5469 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.5781 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.5938 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5781 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5938 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5469 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5938 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.6094 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.625 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.6094 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5625 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.5469 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.5156 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.5312 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.5469 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.5469 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.5625 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5781 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.5469 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.5469 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5781 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5938 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.6094 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5694 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0293 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5314 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5962 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5638 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.584 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.585 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5658 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5789 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5334 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5668 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.58 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.5931 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.5739 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5162 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.497 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.4646 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.4777 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.4909 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.4909 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.504 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5172 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.4848 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.4848 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5111 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5182 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.5314 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5336 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0407 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5156 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5781 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5469 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.5781 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.5938 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5781 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5938 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5469 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5938 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.6094 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.625 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.6094 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5625 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.5469 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.5156 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.5312 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.5469 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.5469 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.5625 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5781 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.5469 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.5469 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5781 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5938 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.6094 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5694 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0293 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5155 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.578 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5468 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.5755 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.5836 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5653 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5789 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5331 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5667 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.5797 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.5928 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.5716 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5039 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.4797 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.4438 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.4545 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.4653 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.4653 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.476 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.4868 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.4488 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.4488 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.4691 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.4583 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.4679 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5142 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0529 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5156 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5781 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5469 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.5781 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.5938 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5781 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5938 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5469 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5938 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.6094 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.625 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.6094 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5625 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.5469 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.5156 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.5312 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.5469 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.5469 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.5625 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5781 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.5469 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.5469 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5781 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5938 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.6094 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5694 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0293 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.5314 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.5962 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.5638 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.584 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.585 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.5658 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.5789 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.5334 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.5668 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.58 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.5931 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.5739 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.5162 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.497 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.4646 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.4777 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.4909 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.4909 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.504 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.5172 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.4848 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.4848 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.5111 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.5182 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.5314 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.5336 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0407 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4224 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.4618 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.441 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.4546 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.4567 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.4439 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.4531 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.4239 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.4459 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.456 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.4671 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.4524 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.4147 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.4048 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.3922 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.3968 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.4021 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.4021 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.4083 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.4155 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.3997 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.3997 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.4121 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.4171 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.4286 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.4269 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0235 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.4844 | 0:00:00.094000 | 0:00:00.017999 | 0:00:00.094000 |\n", "| 2 | 0.4219 | 0:00:00.082000 | 0:00:00.032000 | 0:00:00.082000 |\n", "| 3 | 0.4531 | 0:00:00.133000 | 0:00:00.041001 | 0:00:00.133000 |\n", "| 4 | 0.4219 | 0:00:00.097998 | 0:00:00.037000 | 0:00:00.097998 |\n", "| 5 | 0.4062 | 0:00:00.101001 | 0:00:00.031000 | 0:00:00.101001 |\n", "| 6 | 0.4219 | 0:00:00.148000 | 0:00:00.044002 | 0:00:00.148000 |\n", "| 7 | 0.4062 | 0:00:00.168998 | 0:00:00.043000 | 0:00:00.168998 |\n", "| 8 | 0.4531 | 0:00:00.130999 | 0:00:00.067001 | 0:00:00.130999 |\n", "| 9 | 0.4062 | 0:00:00.124000 | 0:00:00.042999 | 0:00:00.124000 |\n", "| 10 | 0.3906 | 0:00:00.101999 | 0:00:00.051001 | 0:00:00.101999 |\n", "| 11 | 0.375 | 0:00:00.140000 | 0:00:00.058001 | 0:00:00.140000 |\n", "| 12 | 0.3906 | 0:00:00.118999 | 0:00:00.040000 | 0:00:00.118999 |\n", "| 13 | 0.4375 | 0:00:00.101001 | 0:00:00.035002 | 0:00:00.101001 |\n", "| 14 | 0.4531 | 0:00:00.110997 | 0:00:00.035001 | 0:00:00.110997 |\n", "| 15 | 0.4844 | 0:00:00.116999 | 0:00:00.037001 | 0:00:00.116999 |\n", "| 16 | 0.4688 | 0:00:00.095999 | 0:00:00.044000 | 0:00:00.095999 |\n", "| 17 | 0.4531 | 0:00:00.095000 | 0:00:00.053001 | 0:00:00.095000 |\n", "| 18 | 0.4531 | 0:00:00.147999 | 0:00:00.058000 | 0:00:00.147999 |\n", "| 19 | 0.4375 | 0:00:00.093999 | 0:00:00.036000 | 0:00:00.093999 |\n", "| 20 | 0.4219 | 0:00:00.108001 | 0:00:00.057999 | 0:00:00.108001 |\n", "| 21 | 0.4531 | 0:00:00.095000 | 0:00:00.042000 | 0:00:00.095000 |\n", "| 22 | 0.4531 | 0:00:00.106000 | 0:00:00.050999 | 0:00:00.106000 |\n", "| 23 | 0.4219 | 0:00:00.099000 | 0:00:00.044999 | 0:00:00.099000 |\n", "| 24 | 0.4062 | 0:00:00.109001 | 0:00:00.049000 | 0:00:00.109001 |\n", "| 25 | 0.3906 | 0:00:00.089004 | 0:00:00.036000 | 0:00:00.089004 |\n", "| Average | 0.4306 | 0:00:00.112360 | 0:00:00.043360 | 0:00:00.077860 |\n", "| Std Dev. | 0.0293 | 0.02128036048856877 | 0.010430367811403348 | 0.03835435107201942 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "InlineSkate\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+---------------------+-------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3418 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3255 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.3127 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3073 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.2982 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.2891 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.2927 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.2945 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.2909 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.2855 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.2673 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.2709 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.2691 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.2818 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.2818 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.2782 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.2764 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.2873 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.2836 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.2909 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.2855 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.2727 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.2727 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2691 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2655 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.2876 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0181 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+----------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+-------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3798 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3687 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.3635 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3584 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.3523 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.3392 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.3365 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.3542 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.3573 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.3536 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.3228 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.3339 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.3306 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.3383 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.3357 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.3283 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.316 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.3187 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.3125 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.3203 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.316 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.3075 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.3033 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2995 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2954 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.3337 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0224 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+-----------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+-------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3418 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3255 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.3127 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3073 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.2982 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.2891 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.2927 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.2945 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.2909 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.2855 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.2673 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.2709 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.2691 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.2818 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.2818 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.2782 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.2764 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.2873 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.2836 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.2909 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.2855 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.2727 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.2727 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2691 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2655 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.2876 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0181 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+-----------------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3484 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3308 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.316 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3122 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.3051 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.293 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.2955 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.2947 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.2903 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.289 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.2679 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.2728 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.2742 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.2828 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.2828 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.2841 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.2825 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.2955 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.2925 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.3003 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.2945 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.2834 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.283 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2797 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2789 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.2932 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0179 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+---------------------+-------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3418 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3255 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.3127 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3073 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.2982 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.2891 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.2927 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.2945 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.2909 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.2855 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.2673 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.2709 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.2691 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.2818 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.2818 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.2782 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.2764 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.2873 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.2836 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.2909 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.2855 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.2727 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.2727 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2691 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2655 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.2876 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0181 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+--------------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+-------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3511 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3361 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.3248 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3182 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.3096 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.2962 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.2982 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.3009 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.2947 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.2951 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.2713 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.2756 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.2753 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.2832 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.2846 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.2828 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.2831 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.2945 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.2904 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.2985 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.2938 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.2827 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.2817 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2784 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2762 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.2951 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0194 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+-----------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+-------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-------------------+---------------------+\n", "| 1 | 0.3418 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.3255 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.3127 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.3073 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.2982 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.2891 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.2927 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.2945 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.2909 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.2855 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.2673 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.2709 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.2691 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.2818 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.2818 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.2782 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.2764 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.2873 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.2836 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.2909 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.2855 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.2727 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.2727 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.2691 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.2655 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.2876 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0181 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+-----------------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "| 1 | 0.6161 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.6065 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.5991 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.5959 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.5906 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.5853 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.5874 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.5885 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.5864 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.5832 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.5726 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.5747 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.5736 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.5811 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.5811 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.5789 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.5779 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.5842 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.5821 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.5864 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.5832 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.5758 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.5758 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.5736 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.5715 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.5845 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0106 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+---------------------+-------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-------------------+---------------------+\n", "| 1 | 0.2109 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 0.2023 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 0.196 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 0.1934 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 0.1892 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 0.1851 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 0.1867 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 0.1875 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 0.1859 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 0.1836 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 0.1761 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 0.1775 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 0.1768 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 0.182 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 0.182 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 0.1805 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 0.1798 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 0.1843 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 0.1828 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 0.1859 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 0.1836 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 0.1783 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 0.1783 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 0.1768 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 0.1754 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 0.1848 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0083 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+-----------------------+---------------------+-------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "| 1 | 1.3491 | 0:00:02.047002 | 0:00:00.645999 | 0:00:02.047002 |\n", "| 2 | 1.3709 | 0:00:02.069000 | 0:00:00.878000 | 0:00:02.069000 |\n", "| 3 | 1.3636 | 0:00:02.269001 | 0:00:00.896000 | 0:00:02.269001 |\n", "| 4 | 1.4036 | 0:00:02.071999 | 0:00:00.969002 | 0:00:02.071999 |\n", "| 5 | 1.3873 | 0:00:02.665999 | 0:00:01.459002 | 0:00:02.665999 |\n", "| 6 | 1.4036 | 0:00:02.556998 | 0:00:01.202001 | 0:00:02.556998 |\n", "| 7 | 1.4091 | 0:00:02.273998 | 0:00:01.437004 | 0:00:02.273998 |\n", "| 8 | 1.3764 | 0:00:02.430997 | 0:00:01.339999 | 0:00:02.430997 |\n", "| 9 | 1.3764 | 0:00:02.173000 | 0:00:01.495001 | 0:00:02.173000 |\n", "| 10 | 1.3455 | 0:00:02.170999 | 0:00:01.616000 | 0:00:02.170999 |\n", "| 11 | 1.4127 | 0:00:02.346752 | 0:00:01.397998 | 0:00:02.346752 |\n", "| 12 | 1.4164 | 0:00:01.925000 | 0:00:01.547001 | 0:00:01.925000 |\n", "| 13 | 1.4364 | 0:00:02.240999 | 0:00:01.518000 | 0:00:02.240999 |\n", "| 14 | 1.4255 | 0:00:02.047003 | 0:00:01.786997 | 0:00:02.047003 |\n", "| 15 | 1.44 | 0:00:02.062001 | 0:00:01.611002 | 0:00:02.062001 |\n", "| 16 | 1.4545 | 0:00:01.869997 | 0:00:01.582000 | 0:00:01.869997 |\n", "| 17 | 1.5036 | 0:00:01.924000 | 0:00:01.355999 | 0:00:01.924000 |\n", "| 18 | 1.4873 | 0:00:01.790000 | 0:00:01.775002 | 0:00:01.790000 |\n", "| 19 | 1.5 | 0:00:02.033997 | 0:00:02.075001 | 0:00:02.033997 |\n", "| 20 | 1.4818 | 0:00:02.641002 | 0:00:01.901997 | 0:00:02.641002 |\n", "| 21 | 1.4964 | 0:00:02.473011 | 0:00:02.249994 | 0:00:02.473011 |\n", "| 22 | 1.5145 | 0:00:02.174996 | 0:00:01.702001 | 0:00:02.174996 |\n", "| 23 | 1.5236 | 0:00:01.862000 | 0:00:01.626999 | 0:00:01.862000 |\n", "| 24 | 1.5218 | 0:00:01.796999 | 0:00:01.636003 | 0:00:01.796999 |\n", "| 25 | 1.5418 | 0:00:01.914999 | 0:00:01.788002 | 0:00:01.914999 |\n", "| Average | 1.4377 | 0:00:02.153270 | 0:00:01.499680 | 0:00:01.826475 |\n", "| Std Dev. | 0.0594 | 0.24993453005715666 | 0.364434587795812 | 0.45214467896463195 |\n", "+----------+--------+---------------------+-------------------+---------------------+\n", "###############\n", "Meat\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9333 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9333 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9333 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9333 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9333 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9333 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9333 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9333 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9333 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9333 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9333 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9333 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9333 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9333 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9333 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9333 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9333 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9333 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9333 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9333 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9333 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9333 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9333 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9333 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9333 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9444 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9444 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9444 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9444 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9444 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9444 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9444 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9444 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9444 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9444 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9444 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9444 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9444 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9444 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9444 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9444 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9444 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9444 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9444 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9444 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9444 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9444 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9444 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9444 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9444 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9333 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9333 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9333 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9333 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9333 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9333 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9333 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9333 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9333 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9333 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9333 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9333 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9333 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9333 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9333 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9333 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9333 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9333 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9333 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9333 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9333 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9333 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9333 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9333 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9333 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9333 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9333 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9333 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9333 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9333 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9333 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9333 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9333 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9333 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9333 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9333 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9333 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9333 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9333 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9333 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9333 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9333 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9333 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9333 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9333 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9333 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9333 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9333 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9333 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9333 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9333 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9333 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9333 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9333 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9333 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9333 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9333 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9333 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9333 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9333 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9333 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9333 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9333 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9333 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9333 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9333 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9333 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9333 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9333 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9333 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9333 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9333 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9333 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9333 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9333 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9346 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9346 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9346 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9346 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9346 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9346 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9346 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9346 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9346 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9346 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9346 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9346 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9346 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9346 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9346 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9346 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9346 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9346 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9346 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9346 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9346 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9346 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9346 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9346 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9346 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9346 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.9333 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.9333 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.9333 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.9333 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.9333 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.9333 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.9333 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.9333 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.9333 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.9333 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.9333 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.9333 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.9333 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.9333 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.9333 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.9333 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.9333 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.9333 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.9333 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.9333 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.9333 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.9333 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.9333 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.9333 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.9333 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.95 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.95 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.95 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.95 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.95 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.95 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.95 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.95 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.95 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.95 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.95 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.95 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.95 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.95 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.95 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.95 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.95 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.95 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.95 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.95 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.95 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.95 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.95 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.95 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.95 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8933 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.8933 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.8933 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.8933 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.8933 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.8933 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.8933 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.8933 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.8933 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.8933 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.8933 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.8933 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.8933 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.8933 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.8933 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.8933 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.8933 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.8933 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.8933 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.8933 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.8933 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.8933 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.8933 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.8933 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.8933 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.8933 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 1 | 0.1 | 0:00:00.082002 | 0:00:00.027000 | 0:00:00.082002 |\n", "| 2 | 0.1 | 0:00:00.114999 | 0:00:00.022001 | 0:00:00.114999 |\n", "| 3 | 0.1 | 0:00:00.099000 | 0:00:00.026998 | 0:00:00.099000 |\n", "| 4 | 0.1 | 0:00:00.079001 | 0:00:00.022999 | 0:00:00.079001 |\n", "| 5 | 0.1 | 0:00:00.067001 | 0:00:00.024999 | 0:00:00.067001 |\n", "| 6 | 0.1 | 0:00:00.067000 | 0:00:00.033001 | 0:00:00.067000 |\n", "| 7 | 0.1 | 0:00:00.087000 | 0:00:00.037999 | 0:00:00.087000 |\n", "| 8 | 0.1 | 0:00:00.071000 | 0:00:00.038001 | 0:00:00.071000 |\n", "| 9 | 0.1 | 0:00:00.076001 | 0:00:00.033000 | 0:00:00.076001 |\n", "| 10 | 0.1 | 0:00:00.070998 | 0:00:00.041001 | 0:00:00.070998 |\n", "| 11 | 0.1 | 0:00:00.068999 | 0:00:00.030001 | 0:00:00.068999 |\n", "| 12 | 0.1 | 0:00:00.063997 | 0:00:00.034002 | 0:00:00.063997 |\n", "| 13 | 0.1 | 0:00:00.067000 | 0:00:00.032000 | 0:00:00.067000 |\n", "| 14 | 0.1 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 15 | 0.1 | 0:00:00.077001 | 0:00:00.035001 | 0:00:00.077001 |\n", "| 16 | 0.1 | 0:00:00.058999 | 0:00:00.035999 | 0:00:00.058999 |\n", "| 17 | 0.1 | 0:00:00.087000 | 0:00:00.036000 | 0:00:00.087000 |\n", "| 18 | 0.1 | 0:00:00.071003 | 0:00:00.036997 | 0:00:00.071003 |\n", "| 19 | 0.1 | 0:00:00.066999 | 0:00:00.044003 | 0:00:00.066999 |\n", "| 20 | 0.1 | 0:00:00.075997 | 0:00:00.054005 | 0:00:00.075997 |\n", "| 21 | 0.1 | 0:00:00.067996 | 0:00:00.039002 | 0:00:00.067996 |\n", "| 22 | 0.1 | 0:00:00.068997 | 0:00:00.042999 | 0:00:00.068997 |\n", "| 23 | 0.1 | 0:00:00.063000 | 0:00:00.050001 | 0:00:00.063000 |\n", "| 24 | 0.1 | 0:00:00.074003 | 0:00:00.044997 | 0:00:00.074003 |\n", "| 25 | 0.1 | 0:00:00.079002 | 0:00:00.051001 | 0:00:00.079002 |\n", "| Average | 0.1 | 0:00:00.074640 | 0:00:00.036240 | 0:00:00.055440 |\n", "| Std Dev. | 0.0 | 0.012106099196351515 | 0.008277259848388892 | 0.021821258141426603 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "###############\n", "Plane\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9619 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9619 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9619 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9619 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9619 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9619 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9619 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9619 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9619 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9619 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9619 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9714 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9524 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9714 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9714 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9619 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9619 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9714 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9714 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9714 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9714 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9714 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9714 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9619 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9619 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.965 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0052 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9646 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9646 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9646 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9646 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9646 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9646 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9646 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9646 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9646 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9646 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9646 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9726 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9573 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9726 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9726 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9646 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9646 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9726 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9726 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9726 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9726 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9726 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9726 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9646 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9646 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.9672 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0043 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9619 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9619 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9619 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9619 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9619 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9619 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9619 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9619 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9619 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9619 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9619 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9714 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9524 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9714 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9714 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9619 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9619 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9714 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9714 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9714 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9714 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9714 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9714 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9619 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9619 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.965 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0052 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9637 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9637 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9637 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9637 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9637 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9637 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9637 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9637 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9637 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9637 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9637 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9726 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9548 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9726 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9726 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9637 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9637 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9726 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9726 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9726 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9726 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9726 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9726 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9637 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9637 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.9665 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0049 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9619 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9619 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9619 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9619 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9619 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9619 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9619 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9619 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9619 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9619 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9619 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9714 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9524 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9714 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9714 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9619 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9619 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9714 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9714 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9714 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9714 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9714 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9714 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9619 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9619 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.965 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0052 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9631 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9631 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9631 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9631 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9631 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9631 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9631 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9631 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9631 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9631 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9631 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9724 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9537 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9724 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9724 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9631 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9631 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9724 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9724 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9724 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9724 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9724 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9724 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9631 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9631 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.9661 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0051 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9619 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9619 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9619 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9619 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9619 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9619 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9619 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9619 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9619 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9619 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9619 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9714 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9524 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9714 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9714 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9619 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9619 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9714 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9714 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9714 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9714 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9714 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9714 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9619 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9619 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.965 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0052 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9778 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9778 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9778 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9778 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9778 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9778 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9778 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9778 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9778 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9778 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9778 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9833 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9722 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9833 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9833 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9778 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9778 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9833 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9833 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9833 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9833 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9833 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9833 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9778 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9778 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.9796 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.003 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.9307 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.9307 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.9307 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.9307 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.9307 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.9307 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.9307 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.9307 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.9307 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.9307 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.9307 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.9478 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.9138 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.9478 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.9478 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.9307 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.9307 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.9478 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.9478 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.9478 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.9478 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.9478 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.9478 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.9307 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.9307 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.9362 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0093 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.0381 | 0:00:00.209002 | 0:00:00.064999 | 0:00:00.209002 |\n", "| 2 | 0.0381 | 0:00:00.189998 | 0:00:00.076002 | 0:00:00.189998 |\n", "| 3 | 0.0381 | 0:00:00.195000 | 0:00:00.085999 | 0:00:00.195000 |\n", "| 4 | 0.0381 | 0:00:00.249999 | 0:00:00.100003 | 0:00:00.249999 |\n", "| 5 | 0.0381 | 0:00:00.245998 | 0:00:00.102999 | 0:00:00.245998 |\n", "| 6 | 0.0381 | 0:00:00.193000 | 0:00:00.089999 | 0:00:00.193000 |\n", "| 7 | 0.0381 | 0:00:00.191000 | 0:00:00.112001 | 0:00:00.191000 |\n", "| 8 | 0.0381 | 0:00:00.216001 | 0:00:00.093998 | 0:00:00.216001 |\n", "| 9 | 0.0381 | 0:00:00.204001 | 0:00:00.094999 | 0:00:00.204001 |\n", "| 10 | 0.0381 | 0:00:00.220999 | 0:00:00.107002 | 0:00:00.220999 |\n", "| 11 | 0.0381 | 0:00:00.182998 | 0:00:00.091001 | 0:00:00.182998 |\n", "| 12 | 0.0286 | 0:00:00.233000 | 0:00:00.102000 | 0:00:00.233000 |\n", "| 13 | 0.0476 | 0:00:00.191000 | 0:00:00.123000 | 0:00:00.191000 |\n", "| 14 | 0.0286 | 0:00:00.229001 | 0:00:00.120000 | 0:00:00.229001 |\n", "| 15 | 0.0286 | 0:00:00.187999 | 0:00:00.101002 | 0:00:00.187999 |\n", "| 16 | 0.0381 | 0:00:00.234999 | 0:00:00.111001 | 0:00:00.234999 |\n", "| 17 | 0.0381 | 0:00:00.193998 | 0:00:00.105003 | 0:00:00.193998 |\n", "| 18 | 0.0286 | 0:00:00.177997 | 0:00:00.115001 | 0:00:00.177997 |\n", "| 19 | 0.0286 | 0:00:00.177001 | 0:00:00.137000 | 0:00:00.177001 |\n", "| 20 | 0.0286 | 0:00:00.171998 | 0:00:00.141001 | 0:00:00.171998 |\n", "| 21 | 0.0286 | 0:00:00.195000 | 0:00:00.123999 | 0:00:00.195000 |\n", "| 22 | 0.0286 | 0:00:00.215001 | 0:00:00.113002 | 0:00:00.215001 |\n", "| 23 | 0.0286 | 0:00:00.215997 | 0:00:00.116999 | 0:00:00.215997 |\n", "| 24 | 0.0381 | 0:00:00.210003 | 0:00:00.129999 | 0:00:00.210003 |\n", "| 25 | 0.0381 | 0:00:00.203003 | 0:00:00.136996 | 0:00:00.203003 |\n", "| Average | 0.035 | 0:00:00.205360 | 0:00:00.107800 | 0:00:00.156580 |\n", "| Std Dev. | 0.0052 | 0.021037016243646095 | 0.018523252093692832 | 0.05265266413100721 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "Strawberry\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9541 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9541 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9595 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9622 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9622 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9649 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9622 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.9676 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9622 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9568 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9568 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9568 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9595 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9595 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9595 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9568 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9649 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9649 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9649 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9649 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9649 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9649 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9649 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9649 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9608 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0048 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9388 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9493 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9493 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9539 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9574 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9574 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9597 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9562 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.962 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9574 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9504 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9504 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9504 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9539 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9539 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9539 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9516 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.961 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.961 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.961 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.961 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.961 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.961 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.961 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.961 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9558 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0056 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9541 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9541 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9595 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9622 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9622 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9649 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9622 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.9676 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9622 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9568 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9568 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9568 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9595 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9595 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9595 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9568 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9649 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9649 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9649 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9649 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9649 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9649 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9649 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9649 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9608 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0048 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9445 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9508 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9508 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9584 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9605 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9605 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9643 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9622 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.968 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9605 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9563 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9563 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9563 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9584 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9584 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9584 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9546 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9626 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9626 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9626 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9626 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9626 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9626 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9626 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9626 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9592 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.005 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9541 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9541 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9595 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9622 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9622 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9649 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9622 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.9676 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9622 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9568 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9568 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9568 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9595 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9595 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9595 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9568 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9649 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9649 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9649 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9649 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9649 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9649 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9649 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9649 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9608 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0048 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9415 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.95 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.95 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9561 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9589 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9589 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9619 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9591 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.9649 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9589 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9532 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9532 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9532 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9561 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9561 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9561 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.953 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9618 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9618 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9618 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9618 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9618 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9618 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9618 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9618 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9574 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0052 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9459 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9541 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9541 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9595 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9622 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9622 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9649 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9622 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.9676 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9622 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9568 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9568 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9568 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9595 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9595 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9595 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9568 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9649 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9649 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9649 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9649 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9649 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9649 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9649 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9649 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9608 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0048 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9445 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.9508 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.9508 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9584 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9605 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9605 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9643 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9622 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.968 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9605 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9563 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9563 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9563 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9584 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9584 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9584 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.9546 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9626 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9626 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9626 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9626 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9626 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9626 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9626 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9626 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9592 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.005 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9495 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.954 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.954 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.9619 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.9634 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.9634 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.9674 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.9659 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.9715 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.9634 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.9604 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.9604 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.9604 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.9619 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.9619 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.9619 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.958 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.9649 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.9649 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.9649 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.9649 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.9649 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.9649 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.9649 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.9649 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.9624 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0045 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.0541 | 0:00:05.438002 | 0:00:00.099999 | 0:00:05.438002 |\n", "| 2 | 0.0459 | 0:00:04.141001 | 0:00:00.118999 | 0:00:04.141001 |\n", "| 3 | 0.0459 | 0:00:04.698999 | 0:00:00.130001 | 0:00:04.698999 |\n", "| 4 | 0.0405 | 0:00:04.481000 | 0:00:00.111998 | 0:00:04.481000 |\n", "| 5 | 0.0378 | 0:00:04.188003 | 0:00:00.149997 | 0:00:04.188003 |\n", "| 6 | 0.0378 | 0:00:03.976001 | 0:00:00.131999 | 0:00:03.976001 |\n", "| 7 | 0.0351 | 0:00:04.533003 | 0:00:00.147999 | 0:00:04.533003 |\n", "| 8 | 0.0378 | 0:00:04.684997 | 0:00:00.161003 | 0:00:04.684997 |\n", "| 9 | 0.0324 | 0:00:04.978173 | 0:00:00.185003 | 0:00:04.978173 |\n", "| 10 | 0.0378 | 0:00:04.192998 | 0:00:00.187000 | 0:00:04.192998 |\n", "| 11 | 0.0432 | 0:00:04.633999 | 0:00:00.156000 | 0:00:04.633999 |\n", "| 12 | 0.0432 | 0:00:04.151001 | 0:00:00.174000 | 0:00:04.151001 |\n", "| 13 | 0.0432 | 0:00:04.381001 | 0:00:00.142998 | 0:00:04.381001 |\n", "| 14 | 0.0405 | 0:00:04.007000 | 0:00:00.184000 | 0:00:04.007000 |\n", "| 15 | 0.0405 | 0:00:04.298002 | 0:00:00.229001 | 0:00:04.298002 |\n", "| 16 | 0.0405 | 0:00:05.210997 | 0:00:00.280001 | 0:00:05.210997 |\n", "| 17 | 0.0432 | 0:00:06.265002 | 0:00:00.275997 | 0:00:06.265002 |\n", "| 18 | 0.0351 | 0:00:06.379001 | 0:00:00.240000 | 0:00:06.379001 |\n", "| 19 | 0.0351 | 0:00:06.478999 | 0:00:00.246000 | 0:00:06.478999 |\n", "| 20 | 0.0351 | 0:00:05.362999 | 0:00:00.186002 | 0:00:05.362999 |\n", "| 21 | 0.0351 | 0:00:04.388001 | 0:00:00.201001 | 0:00:04.388001 |\n", "| 22 | 0.0351 | 0:00:03.933000 | 0:00:00.245998 | 0:00:03.933000 |\n", "| 23 | 0.0351 | 0:00:04.345999 | 0:00:00.214999 | 0:00:04.345999 |\n", "| 24 | 0.0351 | 0:00:04.279004 | 0:00:00.185999 | 0:00:04.279004 |\n", "| 25 | 0.0351 | 0:00:04.143999 | 0:00:00.200998 | 0:00:04.143999 |\n", "| Average | 0.0392 | 0:00:04.702807 | 0:00:00.183480 | 0:00:02.443144 |\n", "| Std Dev. | 0.0048 | 0.7357783561799036 | 0.04887140061352043 | 2.3190427771140696 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "###############\n", "Trace\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\n", "k 21\n", "k 22\n", "k 23\n", "k 24\n", "k 25\n", "{0: 0, 1: 1, 2: 2, 3: 3}\n", "metric Euclidean\n", "measure Accuracy\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.76 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.74 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.74 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.75 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.74 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.72 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.72 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.71 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.72 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.73 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.7 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.68 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.67 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.68 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.65 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.65 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.63 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.64 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.63 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.62 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.59 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.59 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.62 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.62 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.63 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.6772 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0523 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.8152 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.7855 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.7855 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.8061 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.8025 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.7959 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.7906 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.7874 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.7906 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.7991 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.7793 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.7734 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.7706 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.7734 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.7179 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.7517 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.7327 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.7438 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.7383 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.7358 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.7229 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.7208 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.7344 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.7413 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.7437 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.7655 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0296 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.76 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.74 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.74 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.75 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.74 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.72 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.72 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.71 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.72 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.73 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.7 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.68 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.67 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.68 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.65 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.65 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.63 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.64 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.63 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.62 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.59 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.59 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.62 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.62 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.63 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.6772 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0523 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7825 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.7604 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.7604 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.7739 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.7649 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.7471 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.7474 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.7385 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.7474 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.756 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.7298 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.712 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.703 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.712 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.6813 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.684 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.665 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.6754 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.6647 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.6557 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.6293 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.6275 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.6539 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.6536 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.6626 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.7075 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0475 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.76 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.74 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.74 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.75 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.74 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.72 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.72 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.71 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.72 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.73 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.7 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.68 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.67 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.68 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.65 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.65 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.63 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.64 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.63 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.62 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.59 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.59 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.62 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.62 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.63 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.6772 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0523 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 1 | 0.7473 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.7254 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.7254 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.738 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.7255 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.6992 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.7033 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.6899 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.7033 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.7126 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.6805 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.6522 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.6371 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.6522 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.6198 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.6182 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.5994 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.6089 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.5929 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.5764 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.5313 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.5309 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.5758 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.5675 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.585 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.6479 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0659 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.76 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.74 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.74 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.75 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.74 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.72 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.72 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.71 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.72 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.73 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.7 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.68 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.67 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.68 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.65 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.65 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.63 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.64 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.63 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.62 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.59 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.59 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.62 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.62 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.63 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.6772 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0523 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.84 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.8267 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.8267 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.8333 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.8267 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.8133 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.8133 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.8067 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.8133 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.82 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.8 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.7867 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.78 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.7867 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.7667 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.7667 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.7533 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.76 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.7533 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.7467 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.7267 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.7267 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.7467 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.7467 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.7533 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.7848 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0349 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 1 | 0.6376 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.6126 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.6126 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.625 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.6126 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.5884 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.5884 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.5766 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.5884 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.6004 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.565 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.5424 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.5314 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.5424 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.51 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.51 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.4894 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.4996 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.4894 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.4794 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.4506 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.4506 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.4794 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.4794 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.4894 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.542 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0577 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 25\n", "1 25\n", "2 25\n", "3 25\n", "4 25\n", "5 25\n", "6 25\n", "7 25\n", "8 25\n", "9 25\n", "10 25\n", "11 25\n", "12 25\n", "13 25\n", "14 25\n", "15 25\n", "16 25\n", "17 25\n", "18 25\n", "19 25\n", "20 25\n", "21 25\n", "22 25\n", "23 25\n", "24 25\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 1 | 0.24 | 0:00:00.233999 | 0:00:00.053001 | 0:00:00.233999 |\n", "| 2 | 0.26 | 0:00:00.266000 | 0:00:00.047000 | 0:00:00.266000 |\n", "| 3 | 0.26 | 0:00:00.223000 | 0:00:00.063001 | 0:00:00.223000 |\n", "| 4 | 0.25 | 0:00:00.213998 | 0:00:00.074002 | 0:00:00.213998 |\n", "| 5 | 0.26 | 0:00:00.182999 | 0:00:00.071001 | 0:00:00.182999 |\n", "| 6 | 0.28 | 0:00:00.194999 | 0:00:00.061001 | 0:00:00.194999 |\n", "| 7 | 0.28 | 0:00:00.232001 | 0:00:00.068000 | 0:00:00.232001 |\n", "| 8 | 0.29 | 0:00:00.187000 | 0:00:00.073000 | 0:00:00.187000 |\n", "| 9 | 0.28 | 0:00:00.189999 | 0:00:00.061999 | 0:00:00.189999 |\n", "| 10 | 0.27 | 0:00:00.162000 | 0:00:00.088000 | 0:00:00.162000 |\n", "| 11 | 0.3 | 0:00:00.190001 | 0:00:00.070001 | 0:00:00.190001 |\n", "| 12 | 0.32 | 0:00:00.227998 | 0:00:00.080000 | 0:00:00.227998 |\n", "| 13 | 0.33 | 0:00:00.224000 | 0:00:00.066999 | 0:00:00.224000 |\n", "| 14 | 0.32 | 0:00:00.219002 | 0:00:00.092000 | 0:00:00.219002 |\n", "| 15 | 0.35 | 0:00:00.320000 | 0:00:00.095001 | 0:00:00.320000 |\n", "| 16 | 0.35 | 0:00:00.193997 | 0:00:00.089001 | 0:00:00.193997 |\n", "| 17 | 0.37 | 0:00:00.203000 | 0:00:00.079000 | 0:00:00.203000 |\n", "| 18 | 0.36 | 0:00:00.169999 | 0:00:00.075002 | 0:00:00.169999 |\n", "| 19 | 0.37 | 0:00:00.171999 | 0:00:00.094000 | 0:00:00.171999 |\n", "| 20 | 0.38 | 0:00:00.238000 | 0:00:00.133000 | 0:00:00.238000 |\n", "| 21 | 0.41 | 0:00:00.292000 | 0:00:00.104999 | 0:00:00.292000 |\n", "| 22 | 0.41 | 0:00:00.255001 | 0:00:00.094000 | 0:00:00.255001 |\n", "| 23 | 0.38 | 0:00:00.220998 | 0:00:00.083001 | 0:00:00.220998 |\n", "| 24 | 0.38 | 0:00:00.201002 | 0:00:00.122998 | 0:00:00.201002 |\n", "| 25 | 0.37 | 0:00:00.202000 | 0:00:00.084004 | 0:00:00.202000 |\n", "| Average | 0.3228 | 0:00:00.216600 | 0:00:00.080921 | 0:00:00.148760 |\n", "| Std Dev. | 0.0523 | 0.03673053740353202 | 0.019585389037474983 | 0.07394975247333913 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "Yoga\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", "k 16\n", "k 17\n", "k 18\n", "k 19\n", "k 20\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 np\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\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\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 scipy.stats import pearsonr,entropy,mode,hmean\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 loadTimeSeriesDatasets(directory, dataset):\n", " f=directory+\"\\\\\"+dataset+\"\\\\\"+dataset+'_TEST.arff'\n", " data = arff.loadarff(f)\n", " df = pd.DataFrame(data[0])\n", " test_labels=df['target']\n", " test_data= np.array(df.loc[:, df.columns != 'target'])\n", " f=directory+\"\\\\\"+dataset+\"\\\\\"+dataset+'_TRAIN.arff'\n", " data = arff.loadarff(f)\n", " df = pd.DataFrame(data[0])\n", " train_labels=df['target']\n", " train_data= np.array(df.loc[:, df.columns != 'target'])\n", " return train_data, train_labels, test_data, test_labels\n", "\n", "def Euclidean(a, b):#distance\n", " return distance.euclidean(a,b)\n", "\n", "def PrintDetails(metric=\"smtp\",measure= \"Accuracy\",Arr=None,kList=list(range(1,26)),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(1,26))\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", " y_pred.append(pred) \n", " time3=time.time()\n", " train_time.append(time2-time1)\n", " test_time.append(time3-time2)\n", "\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", " \n", "import glob\n", "directory = \"Time Series Datasets\"\n", "datasets = [f for f in os.listdir(directory) if os.path.isdir(os.path.join(directory, f))]\n", "print(datasets)\n", "\n", " \n", "for dataset in datasets:\n", " print(dataset)\n", " train_data,train_labels, test_data,test_labels=loadTimeSeriesDatasets(\"Time Series Datasets\\\\\", dataset)\n", " labels=list(train_labels).copy()\n", " labels.extend(test_labels)\n", " labels=np.array(labels)\n", " labels=list(labels)\n", " le = preprocessing.LabelEncoder().fit(labels)\n", " labels=le.transform(labels)\n", " train_labels=le.transform(train_labels)\n", " test_labels=le.transform(test_labels)\n", " categories=list(set(labels))\n", " measures=[\"Euclidean\"]\n", " classes=list(set(labels))\n", " global w\n", " w=0\n", " global Weights\n", " for met in measures:\n", " n_split=1\n", " labels=np.array(labels)\n", " path = \"LMGL-FkNN\\\\Time Series 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", " 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)\n", " tables.write(\"\\n************* Average Results ***********\\n\".encode())\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 }