{ "cells": [ { "cell_type": "code", "execution_count": 2, "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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7333 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7333 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.7 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.6667 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.6667 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.65 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6333 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6167 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6333 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6333 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6667 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.6833 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6667 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.6667 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.6667 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.6667 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.6667 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.6667 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.6667 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.6667 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.6667 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.6667 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.6727 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0298 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7505 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7242 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7525 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.7201 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7304 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.694 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.694 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.6858 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6726 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6652 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6784 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6641 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6923 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.7072 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6958 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.7087 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.7087 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.7087 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.7087 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.7087 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.7087 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.7087 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.7087 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.7087 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.7061 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0231 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7333 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7333 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.7 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.6667 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.6667 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.65 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6333 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6167 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6333 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6333 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6667 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.6833 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6667 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.6667 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.6667 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.6667 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.6667 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.6667 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.6667 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.6667 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.6667 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.6667 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.6727 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0298 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7417 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7154 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7511 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.714 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7154 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.6783 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.6783 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.6604 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6426 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6247 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6426 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6426 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6783 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.6961 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6783 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.6769 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.6769 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.6769 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.6769 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.6769 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.6769 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.6769 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.6769 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.6769 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.6837 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.031 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7333 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7333 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.7 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.6667 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.6667 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.65 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6333 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6167 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6333 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6333 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6667 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.6833 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6667 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.6667 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.6667 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.6667 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.6667 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.6667 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.6667 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.6667 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.6667 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.6667 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.6727 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0298 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7374 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7054 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7387 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.7068 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7085 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.676 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.676 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.6612 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6454 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6303 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6459 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6417 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6724 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.6874 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6705 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.6688 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.6688 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.6688 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.6688 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.6688 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.6688 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.6688 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.6688 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.6688 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.6784 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0283 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.7333 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.7 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.7333 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.7 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.7 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.6667 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.6667 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.65 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.6333 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.6167 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6333 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6333 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.6667 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.6833 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.6667 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.6667 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.6667 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.6667 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.6667 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.6667 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.6667 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.6667 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.6667 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.6667 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.6727 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0298 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.8222 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.8 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.8222 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.8 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.8 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.7778 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.7778 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.7667 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.7556 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.7444 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.7556 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.7556 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.7778 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.7889 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.7778 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.7778 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.7778 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.7778 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.7778 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.7778 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.7778 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.7778 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.7778 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.7778 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.7818 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0198 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.6044 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.565 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.6044 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.565 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.565 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.5278 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.5278 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.51 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.4928 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.4761 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.4928 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.4928 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.5278 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.5461 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.5278 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.5278 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.5278 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.5278 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.5278 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.5278 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.5278 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.5278 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.5278 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.5278 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.5352 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0331 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.030998 | 0:00:00.024002 | 0:00:00.030998 |\n", "| 2 | 0.5 | 0:00:00.030999 | 0:00:00.025029 | 0:00:00.030999 |\n", "| 3 | 0.5167 | 0:00:00.030972 | 0:00:00.029002 | 0:00:00.030972 |\n", "| 4 | 0.5 | 0:00:00.031999 | 0:00:00.027001 | 0:00:00.031999 |\n", "| 5 | 0.5333 | 0:00:00.031997 | 0:00:00.028036 | 0:00:00.031997 |\n", "| 6 | 0.5667 | 0:00:00.028964 | 0:00:00.028000 | 0:00:00.028964 |\n", "| 7 | 0.6333 | 0:00:00.030001 | 0:00:00.029001 | 0:00:00.030001 |\n", "| 8 | 0.6333 | 0:00:00.028999 | 0:00:00.027998 | 0:00:00.028999 |\n", "| 9 | 0.65 | 0:00:00.030000 | 0:00:00.028000 | 0:00:00.030000 |\n", "| 10 | 0.7 | 0:00:00.030002 | 0:00:00.028999 | 0:00:00.030002 |\n", "| 11 | 0.7167 | 0:00:00.030028 | 0:00:00.031971 | 0:00:00.030028 |\n", "| 12 | 0.6667 | 0:00:00.030000 | 0:00:00.029999 | 0:00:00.030000 |\n", "| 13 | 0.6333 | 0:00:00.034000 | 0:00:00.033004 | 0:00:00.034000 |\n", "| 14 | 0.5333 | 0:00:00.030996 | 0:00:00.032003 | 0:00:00.030996 |\n", "| 15 | 0.4833 | 0:00:00.031998 | 0:00:00.035001 | 0:00:00.031998 |\n", "| 16 | 0.5167 | 0:00:00.030998 | 0:00:00.033003 | 0:00:00.030998 |\n", "| 17 | 0.55 | 0:00:00.028999 | 0:00:00.032998 | 0:00:00.028999 |\n", "| 18 | 0.55 | 0:00:00.031001 | 0:00:00.037999 | 0:00:00.031001 |\n", "| 19 | 0.55 | 0:00:00.040001 | 0:00:00.045999 | 0:00:00.040001 |\n", "| 20 | 0.55 | 0:00:00.031002 | 0:00:00.037999 | 0:00:00.031002 |\n", "| 21 | 0.55 | 0:00:00.029999 | 0:00:00.034001 | 0:00:00.029999 |\n", "| 22 | 0.55 | 0:00:00.028998 | 0:00:00.032001 | 0:00:00.028998 |\n", "| 23 | 0.55 | 0:00:00.031000 | 0:00:00.032000 | 0:00:00.031000 |\n", "| 24 | 0.55 | 0:00:00.029000 | 0:00:00.032000 | 0:00:00.029000 |\n", "| 25 | 0.55 | 0:00:00.029999 | 0:00:00.032001 | 0:00:00.029999 |\n", "| Average | 0.5687 | 0:00:00.030918 | 0:00:00.031482 | 0:00:00.031200 |\n", "| Std Dev. | 0.0642 | 0.002190359554585256 | 0.004514574629300192 | 0.0035593501813556655 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8229 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8057 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8057 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.7943 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8057 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.7886 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.7829 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7486 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7429 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7314 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7257 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.72 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7143 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7029 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.6914 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.6914 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.6914 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.6857 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.68 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.6686 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.6514 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7454 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0522 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8388 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8285 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8274 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.8179 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8303 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8254 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8215 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8293 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.8141 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.804 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7834 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7761 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7672 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7592 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.7577 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7486 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7376 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.7289 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.728 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.7308 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.7349 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.7304 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.7266 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.7358 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7792 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0406 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8229 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8057 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8057 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.7943 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8057 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.7886 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.7829 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7486 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7429 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7314 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7257 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.72 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7143 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7029 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.6914 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.6914 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.6914 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.6857 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.68 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.6686 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.6514 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7454 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0522 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8257 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8101 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8091 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.7974 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8089 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8039 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8039 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8048 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.7923 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.7864 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7522 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7471 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7357 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.73 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.7245 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7186 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7077 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.6958 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.6958 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.6958 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.6893 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.6833 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.6714 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.6538 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7493 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0523 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8229 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8057 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8057 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.7943 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8057 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.7886 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.7829 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7486 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7429 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7314 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7257 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.72 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7143 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7029 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.6914 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.6914 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.6914 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.6857 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.68 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.6686 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.6514 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7454 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0522 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.824 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8082 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8073 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.7961 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8082 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8029 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8017 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8044 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.7902 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.7832 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7507 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7436 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7331 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7273 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.7227 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7159 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7035 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.6887 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.6878 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.688 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.6812 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.6735 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.6558 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.6303 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7445 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0563 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8229 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8057 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8057 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.7943 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8057 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.7886 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.7829 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.7486 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.7429 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7314 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7257 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.72 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7143 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7029 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.6914 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.6914 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.6914 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.6857 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.68 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.6686 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.6514 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.7454 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0522 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.8967 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.8867 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.8867 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.88 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.8867 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.8833 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.8833 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.8833 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.8767 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.8733 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.8533 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.85 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.8433 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.84 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.8367 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.8333 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.8267 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.82 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.82 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.82 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.8167 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.8133 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.8067 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.7967 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.8515 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0305 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.7024 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.6769 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.6769 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.6603 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.6769 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.6686 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.6686 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.6686 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.652 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.6439 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.5963 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.5886 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.5734 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.5658 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.5584 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.551 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.5365 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.5222 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.5222 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.5222 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.5151 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.5081 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.4943 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.4742 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.5947 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.0701 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\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 | 0:00:00.215999 | 0:00:00.115001 | 0:00:00.215999 |\n", "| 2 | 0.5714 | 0:00:00.219001 | 0:00:00.123000 | 0:00:00.219001 |\n", "| 3 | 0.5886 | 0:00:00.217015 | 0:00:00.125985 | 0:00:00.217015 |\n", "| 4 | 0.5943 | 0:00:00.214001 | 0:00:00.127999 | 0:00:00.214001 |\n", "| 5 | 0.6114 | 0:00:00.216000 | 0:00:00.132000 | 0:00:00.216000 |\n", "| 6 | 0.5771 | 0:00:00.216007 | 0:00:00.137992 | 0:00:00.216007 |\n", "| 7 | 0.5886 | 0:00:00.220001 | 0:00:00.137998 | 0:00:00.220001 |\n", "| 8 | 0.5829 | 0:00:00.216040 | 0:00:00.142963 | 0:00:00.216040 |\n", "| 9 | 0.5257 | 0:00:00.218997 | 0:00:00.150002 | 0:00:00.218997 |\n", "| 10 | 0.5486 | 0:00:00.222999 | 0:00:00.147001 | 0:00:00.222999 |\n", "| 11 | 0.5714 | 0:00:00.234000 | 0:00:00.153002 | 0:00:00.234000 |\n", "| 12 | 0.6514 | 0:00:00.222002 | 0:00:00.152995 | 0:00:00.222002 |\n", "| 13 | 0.6514 | 0:00:00.220005 | 0:00:00.151995 | 0:00:00.220005 |\n", "| 14 | 0.7029 | 0:00:00.216002 | 0:00:00.154999 | 0:00:00.216002 |\n", "| 15 | 0.7314 | 0:00:00.222003 | 0:00:00.154998 | 0:00:00.222003 |\n", "| 16 | 0.7257 | 0:00:00.224002 | 0:00:00.161999 | 0:00:00.224002 |\n", "| 17 | 0.7371 | 0:00:00.216999 | 0:00:00.161000 | 0:00:00.216999 |\n", "| 18 | 0.7829 | 0:00:00.218003 | 0:00:00.163001 | 0:00:00.218003 |\n", "| 19 | 0.8457 | 0:00:00.215997 | 0:00:00.168002 | 0:00:00.215997 |\n", "| 20 | 0.8171 | 0:00:00.220998 | 0:00:00.169999 | 0:00:00.220998 |\n", "| 21 | 0.8343 | 0:00:00.219002 | 0:00:00.173999 | 0:00:00.219002 |\n", "| 22 | 0.8171 | 0:00:00.216999 | 0:00:00.174001 | 0:00:00.216999 |\n", "| 23 | 0.8171 | 0:00:00.216035 | 0:00:00.171977 | 0:00:00.216035 |\n", "| 24 | 0.8171 | 0:00:00.216987 | 0:00:00.175000 | 0:00:00.216987 |\n", "| 25 | 0.8686 | 0:00:00.216000 | 0:00:00.179000 | 0:00:00.216000 |\n", "| Average | 0.6887 | 0:00:00.218844 | 0:00:00.152236 | 0:00:00.185540 |\n", "| Std Dev. | 0.1086 | 0.004014668938177789 | 0.017766720705869755 | 0.035707460430440124 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "GunPoint\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.9 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9267 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9133 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8467 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.86 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8267 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.82 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8267 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.8133 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.82 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.82 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.82 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8267 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8333 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8467 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8467 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8467 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8333 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8267 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.8 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.7867 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7933 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.78 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.8376 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0381 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.9001 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9271 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9133 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8467 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.86 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8269 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.82 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8268 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.8167 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.8226 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.8226 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.8204 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8268 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8333 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8484 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8547 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8617 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.852 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8524 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.8497 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.8424 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.8551 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.8486 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.8502 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0313 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.9 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9267 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9133 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8467 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.86 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8267 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.82 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8267 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.8133 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.82 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.82 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.82 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8267 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8333 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8467 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8467 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8467 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8333 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8267 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.8 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.7867 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7933 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.78 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.8376 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0381 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.8999 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9269 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9134 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8466 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.8601 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8265 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.8201 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8268 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.814 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.8206 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.8206 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.8202 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8268 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8334 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8462 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8457 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8453 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8318 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8249 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.7975 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.784 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7905 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.777 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.837 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0387 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.9 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9267 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9133 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8467 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.86 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8267 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.82 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8267 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.8133 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.82 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.82 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.82 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8267 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8333 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8467 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8467 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8467 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8333 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8267 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.8 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.7867 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7933 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.78 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.8376 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0381 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.9 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9267 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9133 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8466 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.86 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8265 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.82 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8267 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.813 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.8198 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.8198 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.82 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8267 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8333 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8463 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8455 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8447 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8306 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8229 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.7917 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.7765 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7828 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.7673 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.8355 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0404 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.9 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9267 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9133 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8467 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.86 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8267 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.82 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8267 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.8133 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.82 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.82 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.82 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8267 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8333 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8467 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8467 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8467 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8333 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8267 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.8 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.7867 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7933 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.78 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.8376 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0381 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.8999 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.9269 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.9134 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.8466 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.8601 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.8265 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.8133 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.8201 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.8268 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.814 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.8206 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.8206 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.8202 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.8268 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.8334 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.8462 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8457 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8453 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.8318 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8249 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.7975 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.784 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7905 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.777 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.837 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0387 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.8597 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.8866 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.8732 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.7916 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.8047 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.769 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.7507 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.7571 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.7635 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.7417 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.75 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.75 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.7546 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.7635 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.7726 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.7984 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.8102 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.8195 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.806 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.8042 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.7882 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.7745 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.7877 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.7741 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.7928 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0406 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\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 | 0:00:00.049028 | 0:00:00.028000 | 0:00:00.049028 |\n", "| 2 | 0.1 | 0:00:00.048972 | 0:00:00.030001 | 0:00:00.048972 |\n", "| 3 | 0.0733 | 0:00:00.049001 | 0:00:00.029035 | 0:00:00.049001 |\n", "| 4 | 0.0867 | 0:00:00.050977 | 0:00:00.030985 | 0:00:00.050977 |\n", "| 5 | 0.1533 | 0:00:00.053002 | 0:00:00.037001 | 0:00:00.053002 |\n", "| 6 | 0.14 | 0:00:00.056998 | 0:00:00.034000 | 0:00:00.056998 |\n", "| 7 | 0.1733 | 0:00:00.055003 | 0:00:00.042998 | 0:00:00.055003 |\n", "| 8 | 0.1867 | 0:00:00.059002 | 0:00:00.038999 | 0:00:00.059002 |\n", "| 9 | 0.18 | 0:00:00.053998 | 0:00:00.033000 | 0:00:00.053998 |\n", "| 10 | 0.1733 | 0:00:00.050000 | 0:00:00.034029 | 0:00:00.050000 |\n", "| 11 | 0.1867 | 0:00:00.051975 | 0:00:00.033998 | 0:00:00.051975 |\n", "| 12 | 0.18 | 0:00:00.052000 | 0:00:00.042000 | 0:00:00.052000 |\n", "| 13 | 0.18 | 0:00:00.048999 | 0:00:00.033999 | 0:00:00.048999 |\n", "| 14 | 0.18 | 0:00:00.048000 | 0:00:00.034003 | 0:00:00.048000 |\n", "| 15 | 0.1733 | 0:00:00.049000 | 0:00:00.034998 | 0:00:00.049000 |\n", "| 16 | 0.1667 | 0:00:00.050001 | 0:00:00.035998 | 0:00:00.050001 |\n", "| 17 | 0.1533 | 0:00:00.051000 | 0:00:00.035999 | 0:00:00.051000 |\n", "| 18 | 0.1533 | 0:00:00.050034 | 0:00:00.035970 | 0:00:00.050034 |\n", "| 19 | 0.1533 | 0:00:00.049998 | 0:00:00.036998 | 0:00:00.049998 |\n", "| 20 | 0.1667 | 0:00:00.050000 | 0:00:00.037999 | 0:00:00.050000 |\n", "| 21 | 0.1733 | 0:00:00.049002 | 0:00:00.036999 | 0:00:00.049002 |\n", "| 22 | 0.2 | 0:00:00.049002 | 0:00:00.038037 | 0:00:00.049002 |\n", "| 23 | 0.2133 | 0:00:00.048962 | 0:00:00.038006 | 0:00:00.048962 |\n", "| 24 | 0.2067 | 0:00:00.050993 | 0:00:00.039001 | 0:00:00.050993 |\n", "| 25 | 0.22 | 0:00:00.049999 | 0:00:00.039003 | 0:00:00.049999 |\n", "| Average | 0.1624 | 0:00:00.050998 | 0:00:00.035642 | 0:00:00.043320 |\n", "| Std Dev. | 0.0381 | 0.002668686629111792 | 0.00361928353790756 | 0.008310143087223998 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "###############\n", "Ham\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5619 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5619 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5905 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5905 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.581 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5905 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.5905 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6095 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.619 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.619 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6286 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.6 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.6 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.619 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.619 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6381 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6667 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6762 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6762 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6095 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0291 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5615 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5615 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5903 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5903 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6009 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6001 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.5818 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5918 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.591 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6001 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6001 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6001 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6094 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.6192 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.6192 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6284 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.5995 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.5995 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.6187 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.6187 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6378 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6667 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6766 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6766 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6096 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0292 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5619 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5619 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5905 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5905 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.581 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5905 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.5905 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6095 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.619 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.619 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6286 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.6 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.6 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.619 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.619 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6381 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6667 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6762 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6762 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6095 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0291 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5615 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5615 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5904 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5904 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6008 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6002 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.5817 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5915 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.591 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6002 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6002 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6002 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6095 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.6193 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.6193 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6285 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.5991 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.5991 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.6187 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.6187 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6378 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6656 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6748 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6748 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6094 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0288 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5619 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5619 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5905 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5905 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.581 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5905 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.5905 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6095 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.619 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.619 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6286 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.6 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.6 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.619 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.619 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6381 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6667 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6762 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6762 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6095 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0291 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5615 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5615 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5903 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5903 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.5809 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5903 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.5905 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6094 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.619 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.619 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6284 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.5991 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.5991 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.6187 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.6187 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6378 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6656 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6747 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6747 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6092 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0289 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5619 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5619 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5905 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5905 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.581 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5905 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.5905 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6095 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.619 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.619 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6286 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.6 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.6 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.619 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.619 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6381 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6667 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6762 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6762 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6095 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0291 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5615 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5615 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5904 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5904 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.6008 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.6002 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.5817 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5915 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.591 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.6002 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.6002 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.6002 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.6095 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.6193 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.6193 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.6285 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.5991 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.5991 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.6187 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.6187 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.6378 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6656 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6748 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6748 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.6094 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0288 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.5486 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.5486 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.5673 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.5673 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.575 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.5742 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.5619 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.5687 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.568 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.5742 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.5742 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.5742 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.5805 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.5878 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.5878 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.5944 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.5728 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.5728 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.5869 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.5869 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.601 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.6215 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.6285 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.6285 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.581 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0205 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.083997 | 0:00:00.021001 | 0:00:00.083997 |\n", "| 2 | 0.4381 | 0:00:00.080033 | 0:00:00.023968 | 0:00:00.080033 |\n", "| 3 | 0.4381 | 0:00:00.119008 | 0:00:00.025994 | 0:00:00.119008 |\n", "| 4 | 0.4095 | 0:00:00.092000 | 0:00:00.024000 | 0:00:00.092000 |\n", "| 5 | 0.4095 | 0:00:00.094001 | 0:00:00.024001 | 0:00:00.094001 |\n", "| 6 | 0.4 | 0:00:00.083999 | 0:00:00.025999 | 0:00:00.083999 |\n", "| 7 | 0.4 | 0:00:00.079999 | 0:00:00.029999 | 0:00:00.079999 |\n", "| 8 | 0.419 | 0:00:00.080000 | 0:00:00.026001 | 0:00:00.080000 |\n", "| 9 | 0.4095 | 0:00:00.082000 | 0:00:00.025001 | 0:00:00.082000 |\n", "| 10 | 0.4095 | 0:00:00.080000 | 0:00:00.026000 | 0:00:00.080000 |\n", "| 11 | 0.4 | 0:00:00.079997 | 0:00:00.026036 | 0:00:00.079997 |\n", "| 12 | 0.4 | 0:00:00.077992 | 0:00:00.025973 | 0:00:00.077992 |\n", "| 13 | 0.4 | 0:00:00.088000 | 0:00:00.026000 | 0:00:00.088000 |\n", "| 14 | 0.3905 | 0:00:00.096000 | 0:00:00.036001 | 0:00:00.096000 |\n", "| 15 | 0.381 | 0:00:00.083000 | 0:00:00.027002 | 0:00:00.083000 |\n", "| 16 | 0.381 | 0:00:00.081998 | 0:00:00.033999 | 0:00:00.081998 |\n", "| 17 | 0.3714 | 0:00:00.081002 | 0:00:00.028998 | 0:00:00.081002 |\n", "| 18 | 0.4 | 0:00:00.083003 | 0:00:00.046999 | 0:00:00.083003 |\n", "| 19 | 0.4 | 0:00:00.119999 | 0:00:00.036001 | 0:00:00.119999 |\n", "| 20 | 0.381 | 0:00:00.082999 | 0:00:00.030001 | 0:00:00.082999 |\n", "| 21 | 0.381 | 0:00:00.081999 | 0:00:00.030000 | 0:00:00.081999 |\n", "| 22 | 0.3619 | 0:00:00.079002 | 0:00:00.028998 | 0:00:00.079002 |\n", "| 23 | 0.3333 | 0:00:00.080001 | 0:00:00.031032 | 0:00:00.080001 |\n", "| 24 | 0.3238 | 0:00:00.079967 | 0:00:00.031030 | 0:00:00.079967 |\n", "| 25 | 0.3238 | 0:00:00.081970 | 0:00:00.032001 | 0:00:00.081970 |\n", "| Average | 0.3905 | 0:00:00.086079 | 0:00:00.028881 | 0:00:00.057480 |\n", "| Std Dev. | 0.0291 | 0.010842015611579301 | 0.00525039378336042 | 0.029840269378996347 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3961 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3896 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.4091 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.4091 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.4351 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.4416 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.4318 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.4416 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.4253 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.4253 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.4253 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.4253 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.4253 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.4253 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.4221 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.4221 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.4156 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.4188 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.4253 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.4253 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.4253 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.4221 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.4156 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.4123 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.4192 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0153 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3732 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3753 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.3938 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.3878 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.4175 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.4549 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.4468 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.455 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.4423 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.4423 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.442 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.442 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.4414 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.4414 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.4391 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.4385 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.4328 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.4353 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.4415 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.4419 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.4411 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.4386 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.434 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.4316 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.4269 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0282 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3961 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3896 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.4091 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.4091 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.4351 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.4416 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.4318 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.4416 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.4253 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.4253 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.4253 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.4253 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.4253 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.4253 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.4221 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.4221 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.4156 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.4188 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.4253 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.4253 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.4253 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.4221 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.4156 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.4123 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.4192 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0153 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3933 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3874 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.4066 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.4064 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.4319 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.4384 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.4285 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.4378 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.4222 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.4222 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.4217 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.422 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.422 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.422 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.4186 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.4186 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.4121 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.4152 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.4221 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.4221 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.4221 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.4187 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.4124 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.409 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.416 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0151 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3961 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3896 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.4091 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.4091 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.4351 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.4416 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.4318 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.4416 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.4253 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.4253 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.4253 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.4253 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.4253 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.4253 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.4221 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.4221 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.4156 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.4188 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.4253 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.4253 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.4253 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.4221 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.4156 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.4123 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.4192 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0153 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3695 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3639 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.381 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.3778 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.3955 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.401 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.3873 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.3959 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.3818 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.3818 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.3813 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.3812 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.3811 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.3811 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.378 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.3778 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.3716 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.3746 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.3809 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.3809 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.3805 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.3772 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.3714 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.3681 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.3786 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0109 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.3961 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.3896 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.4091 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.4091 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.4351 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.4416 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.4318 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.4416 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.4253 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.4253 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.4253 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.4253 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.4253 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.4253 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.4221 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.4221 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.4156 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.4188 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.4253 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.4253 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.4253 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.4221 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.4156 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.4123 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.4192 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0153 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.6226 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.6185 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.6307 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.6307 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.6469 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.651 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.6449 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.651 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.6408 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.6408 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.6408 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.6408 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.6408 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.6408 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.6388 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.6388 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.6347 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.6368 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.6408 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.6408 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.6408 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.6388 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.6347 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.6327 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.637 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0096 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 0.2777 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 0.2739 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 0.2855 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 0.2855 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 0.3023 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 0.3067 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 0.3001 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 0.3067 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 0.2958 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 0.2958 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 0.2958 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 0.2958 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 0.2958 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 0.2958 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 0.2937 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 0.2937 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 0.2896 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 0.2917 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 0.2958 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 0.2958 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 0.2958 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 0.2937 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 0.2896 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 0.2876 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 0.2921 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0095 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\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 | 0:00:00.402035 | 0:00:00.157964 | 0:00:00.402035 |\n", "| 2 | 1.237 | 0:00:00.413005 | 0:00:00.180996 | 0:00:00.413005 |\n", "| 3 | 1.25 | 0:00:00.449998 | 0:00:00.187001 | 0:00:00.449998 |\n", "| 4 | 1.2273 | 0:00:00.416000 | 0:00:00.192999 | 0:00:00.416000 |\n", "| 5 | 1.2208 | 0:00:00.413000 | 0:00:00.199999 | 0:00:00.413000 |\n", "| 6 | 1.1656 | 0:00:00.426002 | 0:00:00.204999 | 0:00:00.426002 |\n", "| 7 | 1.1591 | 0:00:00.411000 | 0:00:00.206999 | 0:00:00.411000 |\n", "| 8 | 1.1721 | 0:00:00.423000 | 0:00:00.228000 | 0:00:00.423000 |\n", "| 9 | 1.1591 | 0:00:00.418001 | 0:00:00.219004 | 0:00:00.418001 |\n", "| 10 | 1.1818 | 0:00:00.420998 | 0:00:00.233001 | 0:00:00.420998 |\n", "| 11 | 1.1818 | 0:00:00.417998 | 0:00:00.227002 | 0:00:00.417998 |\n", "| 12 | 1.1851 | 0:00:00.418997 | 0:00:00.244001 | 0:00:00.418997 |\n", "| 13 | 1.1851 | 0:00:00.421000 | 0:00:00.246001 | 0:00:00.421000 |\n", "| 14 | 1.1851 | 0:00:00.417001 | 0:00:00.248000 | 0:00:00.417001 |\n", "| 15 | 1.1851 | 0:00:00.410000 | 0:00:00.256001 | 0:00:00.410000 |\n", "| 16 | 1.1883 | 0:00:00.414996 | 0:00:00.272001 | 0:00:00.414996 |\n", "| 17 | 1.1883 | 0:00:00.455999 | 0:00:00.282001 | 0:00:00.455999 |\n", "| 18 | 1.1916 | 0:00:00.452172 | 0:00:00.265999 | 0:00:00.452172 |\n", "| 19 | 1.1883 | 0:00:00.435001 | 0:00:00.281998 | 0:00:00.435001 |\n", "| 20 | 1.1851 | 0:00:00.420004 | 0:00:00.274996 | 0:00:00.420004 |\n", "| 21 | 1.1883 | 0:00:00.455002 | 0:00:00.310999 | 0:00:00.455002 |\n", "| 22 | 1.1818 | 0:00:00.452999 | 0:00:00.305002 | 0:00:00.452999 |\n", "| 23 | 1.1883 | 0:00:00.456998 | 0:00:00.334001 | 0:00:00.456998 |\n", "| 24 | 1.1916 | 0:00:00.446000 | 0:00:00.322999 | 0:00:00.446000 |\n", "| 25 | 1.2078 | 0:00:00.457003 | 0:00:00.347996 | 0:00:00.457003 |\n", "| Average | 1.1953 | 0:00:00.428968 | 0:00:00.249198 | 0:00:00.339083 |\n", "| Std Dev. | 0.0288 | 0.017754969753666378 | 0.04952163460554244 | 0.09727859801224026 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "###############\n", "Herring\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.5625 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5469 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.625 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5781 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5938 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.5312 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.5312 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.5312 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.5312 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.5625 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.5625 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.5469 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.5625 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.5469 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.5625 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.5312 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.5625 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5781 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5781 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.5625 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.5625 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.6094 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.6094 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.6094 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5638 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0283 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.583 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.544 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.6151 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5651 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5789 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.5022 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.5022 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.4879 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.4686 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.5064 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.5064 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.4743 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.5064 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.4743 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.4963 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.437 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.4963 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5222 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5222 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.4821 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.4821 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.6051 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.6051 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.6366 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5252 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0516 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.5625 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5469 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.625 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5781 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5938 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.5312 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.5312 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.5312 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.5312 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.5625 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.5625 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.5469 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.5625 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.5469 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.5625 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.5312 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.5625 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5781 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5781 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.5625 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.5625 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.6094 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.6094 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.6094 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5638 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0283 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.583 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5455 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.6174 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5658 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5789 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.502 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.502 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.4899 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.4777 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.504 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.504 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.4848 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.504 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.4848 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.498 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.4656 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.498 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5111 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5111 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.4919 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.4919 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.5314 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.5314 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.5253 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5172 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0359 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.5625 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5469 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.625 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5781 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5938 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.5312 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.5312 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.5312 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.5312 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.5625 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.5625 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.5469 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.5625 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.5469 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.5625 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.5312 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.5625 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5781 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5781 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.5625 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.5625 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.6094 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.6094 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.6094 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5638 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0283 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.5625 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5414 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.6156 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5653 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5789 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.5 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.5 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.4805 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.4545 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.476 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.476 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.4488 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.476 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.4488 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.4589 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.4203 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.4589 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.4691 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.4691 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.4393 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.4393 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.4679 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.4679 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.4427 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.4869 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0487 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.5625 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5469 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.625 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5781 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5938 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.5312 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.5312 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.5312 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.5312 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.5625 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.5625 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.5469 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.5625 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.5469 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.5625 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.5312 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.5625 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5781 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5781 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.5625 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.5625 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.6094 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.6094 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.6094 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5638 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0283 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.583 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.5455 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.6174 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.5658 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.5789 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.502 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.502 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.4899 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.4777 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.504 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.504 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.4848 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.504 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.4848 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.498 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.4656 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.498 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.5111 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.5111 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.4919 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.4919 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.5314 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.5314 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.5253 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.5172 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0359 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.4529 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.4307 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.4809 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.4439 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.4531 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.4072 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.4072 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.4016 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.3968 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.4083 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.4083 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.3997 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.4083 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.3997 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.4053 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.394 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.4053 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.4121 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.4121 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.4026 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.4026 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.4286 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.4286 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.4263 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.4175 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0209 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.049004 | 0:00:00.013999 | 0:00:00.049004 |\n", "| 2 | 0.4375 | 0:00:00.035998 | 0:00:00.015001 | 0:00:00.035998 |\n", "| 3 | 0.4531 | 0:00:00.033997 | 0:00:00.016002 | 0:00:00.033997 |\n", "| 4 | 0.375 | 0:00:00.033998 | 0:00:00.019003 | 0:00:00.033998 |\n", "| 5 | 0.4219 | 0:00:00.034000 | 0:00:00.015997 | 0:00:00.034000 |\n", "| 6 | 0.4062 | 0:00:00.035003 | 0:00:00.016000 | 0:00:00.035003 |\n", "| 7 | 0.4688 | 0:00:00.034997 | 0:00:00.016002 | 0:00:00.034997 |\n", "| 8 | 0.4688 | 0:00:00.035998 | 0:00:00.017002 | 0:00:00.035998 |\n", "| 9 | 0.4688 | 0:00:00.032998 | 0:00:00.016001 | 0:00:00.032998 |\n", "| 10 | 0.4688 | 0:00:00.035000 | 0:00:00.015997 | 0:00:00.035000 |\n", "| 11 | 0.4375 | 0:00:00.034000 | 0:00:00.017002 | 0:00:00.034000 |\n", "| 12 | 0.4375 | 0:00:00.034997 | 0:00:00.017001 | 0:00:00.034997 |\n", "| 13 | 0.4531 | 0:00:00.033999 | 0:00:00.017999 | 0:00:00.033999 |\n", "| 14 | 0.4375 | 0:00:00.033001 | 0:00:00.017999 | 0:00:00.033001 |\n", "| 15 | 0.4531 | 0:00:00.034004 | 0:00:00.018997 | 0:00:00.034004 |\n", "| 16 | 0.4375 | 0:00:00.033999 | 0:00:00.019002 | 0:00:00.033999 |\n", "| 17 | 0.4688 | 0:00:00.034999 | 0:00:00.017999 | 0:00:00.034999 |\n", "| 18 | 0.4375 | 0:00:00.037001 | 0:00:00.019000 | 0:00:00.037001 |\n", "| 19 | 0.4219 | 0:00:00.033001 | 0:00:00.019001 | 0:00:00.033001 |\n", "| 20 | 0.4219 | 0:00:00.034000 | 0:00:00.019997 | 0:00:00.034000 |\n", "| 21 | 0.4375 | 0:00:00.035001 | 0:00:00.020000 | 0:00:00.035001 |\n", "| 22 | 0.4375 | 0:00:00.034000 | 0:00:00.021000 | 0:00:00.034000 |\n", "| 23 | 0.3906 | 0:00:00.042001 | 0:00:00.020998 | 0:00:00.042001 |\n", "| 24 | 0.3906 | 0:00:00.034002 | 0:00:00.022035 | 0:00:00.034002 |\n", "| 25 | 0.3906 | 0:00:00.034963 | 0:00:00.021000 | 0:00:00.034963 |\n", "| Average | 0.4362 | 0:00:00.035359 | 0:00:00.018001 | 0:00:00.026680 |\n", "| Std Dev. | 0.0283 | 0.0032858112916252452 | 0.002080917638119575 | 0.009103875376380084 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.3 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.2855 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.2745 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2545 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2545 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2527 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.2582 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.2582 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.2291 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.2345 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.2382 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.2436 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.2509 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.2455 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.24 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.2455 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2364 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2364 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2364 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2364 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2364 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2364 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2364 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2364 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.2519 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0248 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.3325 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.3239 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.3091 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2931 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2929 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2951 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.3411 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.3685 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.3432 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.3307 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.33 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.3501 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.3622 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.345 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.3164 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.2978 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2774 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2774 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2774 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2774 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2774 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2774 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2774 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2774 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.3132 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0327 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.3 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.2855 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.2745 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2545 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2545 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2527 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.2582 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.2582 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.2291 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.2345 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.2382 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.2436 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.2509 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.2455 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.24 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.2455 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2364 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2364 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2364 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2364 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2364 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2364 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2364 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2364 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.2519 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0248 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.304 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.2853 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.2741 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2592 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2585 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2536 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.2581 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.2523 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.2221 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.2296 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.2354 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.2447 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.2557 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.2572 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.2553 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.2641 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2559 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2559 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2559 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2559 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2559 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2559 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2559 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2559 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.2602 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0237 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.3 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.2855 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.2745 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2545 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2545 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2527 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.2582 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.2582 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.2291 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.2345 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.2382 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.2436 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.2509 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.2455 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.24 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.2455 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2364 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2364 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2364 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2364 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2364 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2364 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2364 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2364 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.2519 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0248 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.3088 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.2916 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.2757 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2574 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2561 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2503 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.2577 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.2473 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.2177 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.232 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.2367 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.2442 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.2485 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.2448 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.2382 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.249 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2435 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2435 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2435 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2435 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2435 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2435 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2435 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2435 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.2542 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0268 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.3 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.2855 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.2745 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.2545 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.2545 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.2527 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.2582 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.2582 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.2291 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.2345 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.2382 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.2436 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.2509 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.2455 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.24 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.2455 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.2364 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.2364 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.2364 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.2364 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.2364 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.2364 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.2364 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.2364 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.2519 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0248 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.5917 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.5832 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.5768 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.5652 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.5652 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.5641 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.5673 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.5673 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.5503 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.5535 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.5556 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.5588 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.563 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.5598 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.5567 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.5598 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.5545 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.5545 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.5545 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.5545 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.5545 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.5545 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.5545 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.5545 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.5636 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0145 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 0.19 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 0.1836 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 0.179 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 0.1713 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 0.1713 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 0.1706 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 0.1726 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 0.1726 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 0.1626 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 0.1644 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 0.1656 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 0.1674 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 0.17 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 0.168 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 0.1662 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 0.168 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 0.165 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 0.165 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 0.165 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 0.165 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 0.165 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 0.165 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 0.165 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 0.165 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 0.1709 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.0103 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\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 | 0:00:00.658999 | 0:00:00.524003 | 0:00:00.658999 |\n", "| 2 | 1.42 | 0:00:00.801999 | 0:00:00.644999 | 0:00:00.801999 |\n", "| 3 | 1.4382 | 0:00:00.643001 | 0:00:00.656001 | 0:00:00.643001 |\n", "| 4 | 1.4545 | 0:00:00.663005 | 0:00:00.664994 | 0:00:00.663005 |\n", "| 5 | 1.4982 | 0:00:00.640000 | 0:00:00.663000 | 0:00:00.640000 |\n", "| 6 | 1.5036 | 0:00:00.710000 | 0:00:00.776998 | 0:00:00.710000 |\n", "| 7 | 1.4945 | 0:00:00.734004 | 0:00:00.743001 | 0:00:00.734004 |\n", "| 8 | 1.4709 | 0:00:00.662997 | 0:00:00.729001 | 0:00:00.662997 |\n", "| 9 | 1.4673 | 0:00:00.645999 | 0:00:00.862001 | 0:00:00.645999 |\n", "| 10 | 1.5309 | 0:00:00.654998 | 0:00:00.900004 | 0:00:00.654998 |\n", "| 11 | 1.5 | 0:00:00.714999 | 0:00:00.854997 | 0:00:00.714999 |\n", "| 12 | 1.5182 | 0:00:00.743008 | 0:00:00.959993 | 0:00:00.743008 |\n", "| 13 | 1.5236 | 0:00:00.857999 | 0:00:00.993999 | 0:00:00.857999 |\n", "| 14 | 1.58 | 0:00:00.708002 | 0:00:00.956001 | 0:00:00.708002 |\n", "| 15 | 1.6309 | 0:00:00.698998 | 0:00:01.021003 | 0:00:00.698998 |\n", "| 16 | 1.6909 | 0:00:00.685000 | 0:00:00.932998 | 0:00:00.685000 |\n", "| 17 | 1.6982 | 0:00:00.729001 | 0:00:01.060699 | 0:00:00.729001 |\n", "| 18 | 1.7545 | 0:00:00.741737 | 0:00:01.046002 | 0:00:00.741737 |\n", "| 19 | 1.7545 | 0:00:00.786998 | 0:00:01.183999 | 0:00:00.786998 |\n", "| 20 | 1.7545 | 0:00:00.741003 | 0:00:01.044001 | 0:00:00.741003 |\n", "| 21 | 1.7545 | 0:00:00.798996 | 0:00:00.954001 | 0:00:00.798996 |\n", "| 22 | 1.7545 | 0:00:00.720520 | 0:00:00.988500 | 0:00:00.720520 |\n", "| 23 | 1.7545 | 0:00:00.818000 | 0:00:01.023000 | 0:00:00.818000 |\n", "| 24 | 1.7545 | 0:00:00.707369 | 0:00:00.964593 | 0:00:00.707369 |\n", "| 25 | 1.7545 | 0:00:00.735002 | 0:00:00.954999 | 0:00:00.735002 |\n", "| Average | 1.5922 | 0:00:00.720065 | 0:00:00.884111 | 0:00:00.802088 |\n", "| Std Dev. | 0.1332 | 0.057407172127112514 | 0.16203922496196632 | 0.14664217732343932 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "###############\n", "Meat\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9333 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9333 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9333 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9333 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9333 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9333 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9333 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9333 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9333 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9333 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9333 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9333 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9333 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9333 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9333 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9333 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9333 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9333 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9333 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9333 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9333 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9333 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9333 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9333 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9333 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9444 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9444 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9444 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9444 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9444 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9444 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9444 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9444 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9444 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9444 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9444 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9444 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9444 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9444 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9444 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9444 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9444 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9444 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9444 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9444 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9444 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9444 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9444 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9444 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9444 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9333 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9333 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9333 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9333 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9333 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9333 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9333 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9333 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9333 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9333 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9333 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9333 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9333 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9333 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9333 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9333 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9333 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9333 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9333 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9333 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9333 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9333 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9333 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9333 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9333 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9333 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9333 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9333 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9333 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9333 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9333 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9333 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9333 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9333 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9333 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9333 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9333 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9333 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9333 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9333 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9333 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9333 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9333 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9333 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9333 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9333 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9333 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9333 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9333 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9333 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9333 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9333 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9333 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9333 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9333 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9333 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9333 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9333 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9333 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9333 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9333 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9333 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9333 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9333 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9333 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9333 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9333 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9333 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9333 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9333 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9333 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9333 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9333 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9333 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9333 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9346 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9346 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9346 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9346 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9346 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9346 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9346 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9346 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9346 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9346 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9346 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9346 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9346 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9346 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9346 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9346 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9346 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9346 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9346 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9346 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9346 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9346 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9346 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9346 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9346 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.9333 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.9333 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.9333 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.9333 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.9333 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.9333 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.9333 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.9333 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.9333 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.9333 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.9333 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.9333 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.9333 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.9333 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.9333 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.9333 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.9333 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.9333 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.9333 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.9333 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.9333 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.9333 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.9333 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.9333 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.9333 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.95 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.95 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.95 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.95 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.95 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.95 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.95 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.95 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.95 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.95 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.95 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.95 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.95 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.95 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.95 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.95 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.95 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.95 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.95 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.95 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.95 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.95 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.95 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.95 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.95 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.8933 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.8933 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.8933 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.8933 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.8933 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.8933 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.8933 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.8933 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.8933 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.8933 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.8933 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.8933 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.8933 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.8933 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.8933 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.8933 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.8933 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.8933 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.8933 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.8933 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.8933 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.8933 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.8933 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.8933 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.8933 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.029996 | 0:00:00.019002 | 0:00:00.029996 |\n", "| 2 | 0.1 | 0:00:00.031001 | 0:00:00.022005 | 0:00:00.031001 |\n", "| 3 | 0.1 | 0:00:00.039993 | 0:00:00.024001 | 0:00:00.039993 |\n", "| 4 | 0.1 | 0:00:00.040000 | 0:00:00.035998 | 0:00:00.040000 |\n", "| 5 | 0.1 | 0:00:00.034002 | 0:00:00.035999 | 0:00:00.034002 |\n", "| 6 | 0.1 | 0:00:00.036003 | 0:00:00.028996 | 0:00:00.036003 |\n", "| 7 | 0.1 | 0:00:00.034003 | 0:00:00.039998 | 0:00:00.034003 |\n", "| 8 | 0.1 | 0:00:00.041999 | 0:00:00.045000 | 0:00:00.041999 |\n", "| 9 | 0.1 | 0:00:00.032001 | 0:00:00.026999 | 0:00:00.032001 |\n", "| 10 | 0.1 | 0:00:00.033002 | 0:00:00.039997 | 0:00:00.033002 |\n", "| 11 | 0.1 | 0:00:00.044000 | 0:00:00.026000 | 0:00:00.044000 |\n", "| 12 | 0.1 | 0:00:00.042001 | 0:00:00.027000 | 0:00:00.042001 |\n", "| 13 | 0.1 | 0:00:00.035000 | 0:00:00.029999 | 0:00:00.035000 |\n", "| 14 | 0.1 | 0:00:00.033000 | 0:00:00.028000 | 0:00:00.033000 |\n", "| 15 | 0.1 | 0:00:00.032001 | 0:00:00.036000 | 0:00:00.032001 |\n", "| 16 | 0.1 | 0:00:00.031999 | 0:00:00.031001 | 0:00:00.031999 |\n", "| 17 | 0.1 | 0:00:00.033998 | 0:00:00.031002 | 0:00:00.033998 |\n", "| 18 | 0.1 | 0:00:00.035007 | 0:00:00.028991 | 0:00:00.035007 |\n", "| 19 | 0.1 | 0:00:00.033000 | 0:00:00.030002 | 0:00:00.033000 |\n", "| 20 | 0.1 | 0:00:00.034998 | 0:00:00.049000 | 0:00:00.034998 |\n", "| 21 | 0.1 | 0:00:00.030000 | 0:00:00.035000 | 0:00:00.030000 |\n", "| 22 | 0.1 | 0:00:00.031000 | 0:00:00.039002 | 0:00:00.031000 |\n", "| 23 | 0.1 | 0:00:00.031999 | 0:00:00.028000 | 0:00:00.031999 |\n", "| 24 | 0.1 | 0:00:00.031001 | 0:00:00.028000 | 0:00:00.031001 |\n", "| 25 | 0.1 | 0:00:00.032002 | 0:00:00.027999 | 0:00:00.032002 |\n", "| Average | 0.1 | 0:00:00.034520 | 0:00:00.031720 | 0:00:00.033120 |\n", "| Std Dev. | 0.0 | 0.003909944871485288 | 0.006930724082510125 | 0.005798472815727241 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9619 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9619 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9714 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9714 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9714 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9714 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9714 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9619 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9619 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9619 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9619 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9619 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9619 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9714 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9714 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9714 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9714 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9714 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9714 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9714 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9714 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9714 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9714 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9714 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.968 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0046 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9646 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9646 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9726 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9726 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9726 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9726 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9726 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9646 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9646 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9646 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9646 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9609 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9609 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.97 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.97 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.97 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.97 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.97 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.97 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.97 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.97 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.97 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.97 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.97 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.9683 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0036 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9619 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9619 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9714 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9714 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9714 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9714 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9714 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9619 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9619 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9619 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9619 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9619 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9619 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9714 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9714 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9714 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9714 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9714 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9714 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9714 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9714 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9714 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9714 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9714 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.968 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0046 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9637 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9637 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9726 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9726 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9726 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9726 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9726 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9637 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9637 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9637 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9637 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9637 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9637 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9726 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9726 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9726 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9726 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9726 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9726 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9726 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9726 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9726 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9726 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9726 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.9694 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0043 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9619 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9619 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9714 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9714 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9714 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9714 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9714 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9619 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9619 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9619 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9619 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9619 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9619 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9714 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9714 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9714 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9714 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9714 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9714 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9714 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9714 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9714 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9714 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9714 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.968 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0046 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9631 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9631 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9724 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9724 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9724 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9724 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9724 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9631 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9631 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9631 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9631 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9614 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9614 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9709 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9709 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9709 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9709 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9709 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9709 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9709 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9709 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9709 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9709 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9709 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.9683 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0042 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9619 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9619 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9714 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9714 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9714 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9714 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9714 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9619 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9619 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9619 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9619 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9619 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9619 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9714 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9714 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9714 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9714 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9714 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9714 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9714 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9714 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9714 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9714 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9714 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.968 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0046 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9778 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9778 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9833 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9833 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9833 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9833 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9833 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9778 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9778 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9778 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9778 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9778 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9778 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9833 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9833 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9833 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9833 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9833 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9833 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9833 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9833 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9833 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9833 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9833 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.9813 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0027 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.9307 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.9307 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.9478 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.9478 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.9478 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.9478 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.9478 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.9307 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.9307 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.9307 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.9307 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.9307 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.9307 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.9478 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.9478 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.9478 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.9478 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.9478 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.9478 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.9478 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.9478 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.9478 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.9478 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.9478 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.9416 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0082 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:00.089998 | 0:00:00.093002 | 0:00:00.089998 |\n", "| 2 | 0.0381 | 0:00:00.087001 | 0:00:00.084999 | 0:00:00.087001 |\n", "| 3 | 0.0381 | 0:00:00.086999 | 0:00:00.085999 | 0:00:00.086999 |\n", "| 4 | 0.0286 | 0:00:00.101000 | 0:00:00.080999 | 0:00:00.101000 |\n", "| 5 | 0.0286 | 0:00:00.085001 | 0:00:00.086002 | 0:00:00.085001 |\n", "| 6 | 0.0286 | 0:00:00.085998 | 0:00:00.083000 | 0:00:00.085998 |\n", "| 7 | 0.0286 | 0:00:00.087003 | 0:00:00.084998 | 0:00:00.087003 |\n", "| 8 | 0.0286 | 0:00:00.099000 | 0:00:00.085999 | 0:00:00.099000 |\n", "| 9 | 0.0381 | 0:00:00.098002 | 0:00:00.111998 | 0:00:00.098002 |\n", "| 10 | 0.0381 | 0:00:00.099003 | 0:00:00.109998 | 0:00:00.099003 |\n", "| 11 | 0.0381 | 0:00:00.104001 | 0:00:00.116000 | 0:00:00.104001 |\n", "| 12 | 0.0381 | 0:00:00.132999 | 0:00:00.106000 | 0:00:00.132999 |\n", "| 13 | 0.0667 | 0:00:00.107999 | 0:00:00.106001 | 0:00:00.107999 |\n", "| 14 | 0.0667 | 0:00:00.100001 | 0:00:00.107998 | 0:00:00.100001 |\n", "| 15 | 0.0571 | 0:00:00.120000 | 0:00:00.122000 | 0:00:00.120000 |\n", "| 16 | 0.0571 | 0:00:00.096003 | 0:00:00.094999 | 0:00:00.096003 |\n", "| 17 | 0.0571 | 0:00:00.086000 | 0:00:00.093999 | 0:00:00.086000 |\n", "| 18 | 0.0571 | 0:00:00.088000 | 0:00:00.092001 | 0:00:00.088000 |\n", "| 19 | 0.0571 | 0:00:00.083998 | 0:00:00.103001 | 0:00:00.083998 |\n", "| 20 | 0.0571 | 0:00:00.085999 | 0:00:00.094001 | 0:00:00.085999 |\n", "| 21 | 0.0571 | 0:00:00.090000 | 0:00:00.104000 | 0:00:00.090000 |\n", "| 22 | 0.0571 | 0:00:00.097001 | 0:00:00.090998 | 0:00:00.097001 |\n", "| 23 | 0.0571 | 0:00:00.097002 | 0:00:00.095001 | 0:00:00.097002 |\n", "| 24 | 0.0571 | 0:00:00.085999 | 0:00:00.094000 | 0:00:00.085999 |\n", "| 25 | 0.0571 | 0:00:00.083999 | 0:00:00.116000 | 0:00:00.083999 |\n", "| Average | 0.0469 | 0:00:00.095120 | 0:00:00.097720 | 0:00:00.096420 |\n", "| Std Dev. | 0.0129 | 0.0116391270862017 | 0.011508335249570392 | 0.011646672266968422 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9595 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9595 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9541 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9622 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9568 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9514 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9486 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9432 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9351 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9324 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9324 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9297 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9324 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9324 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9297 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9297 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9324 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9297 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.927 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9324 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9297 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9297 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9216 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9216 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9384 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0123 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9552 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9528 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.946 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9562 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9484 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9419 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9394 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.933 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9242 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9211 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9211 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9181 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9211 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9211 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9181 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9185 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9211 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9181 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.9155 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9211 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9181 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9181 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9095 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9095 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9283 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0142 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9595 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9595 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9541 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9622 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9568 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9514 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9486 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9432 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9351 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9324 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9324 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9297 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9324 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9324 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9297 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9297 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9324 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9297 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.927 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9324 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9297 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9297 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9216 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9216 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9384 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0123 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9567 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9601 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9559 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9622 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9596 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9554 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9516 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9474 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9395 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9374 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9374 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9353 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9374 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9374 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9353 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9336 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9374 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9353 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.9315 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9374 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9353 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9353 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9273 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9273 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9421 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0105 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9595 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9595 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9541 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9622 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9568 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9514 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9486 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9432 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9351 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9324 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9324 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9297 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9324 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9324 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9297 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9297 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9324 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9297 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.927 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9324 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9297 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9297 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9216 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9216 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9384 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0123 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9559 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9562 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9505 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9591 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9535 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9478 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9449 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9392 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9307 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9279 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9279 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9251 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9279 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9279 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9251 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9249 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9279 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9251 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.9221 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9279 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9251 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9251 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9166 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9166 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9341 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0128 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9595 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9595 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9541 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9622 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9568 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9514 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9486 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9432 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9351 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9324 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9324 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9297 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9324 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9324 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9297 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9297 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9324 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9297 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.927 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9324 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9297 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9297 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9216 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9216 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9384 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0123 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9567 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9601 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9559 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9622 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9596 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9554 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9516 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9474 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9395 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.9374 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.9374 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9353 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.9374 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.9374 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9353 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.9336 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.9374 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9353 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.9315 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.9374 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9353 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9353 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9273 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9273 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9421 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0105 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.9595 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.9645 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.9615 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.9659 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.9655 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.9625 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.9585 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.9555 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.9485 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.947 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.947 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.9455 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.947 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.947 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.9455 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.943 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.947 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.9455 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.9415 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.947 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.9455 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.9455 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.9385 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.9385 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.9505 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0083 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:02.074999 | 0:00:00.109000 | 0:00:02.074999 |\n", "| 2 | 0.0405 | 0:00:01.968001 | 0:00:00.107998 | 0:00:01.968001 |\n", "| 3 | 0.0405 | 0:00:02.009002 | 0:00:00.119998 | 0:00:02.009002 |\n", "| 4 | 0.0459 | 0:00:02.091003 | 0:00:00.098001 | 0:00:02.091003 |\n", "| 5 | 0.0378 | 0:00:01.996997 | 0:00:00.101001 | 0:00:01.996997 |\n", "| 6 | 0.0432 | 0:00:01.821000 | 0:00:00.098999 | 0:00:01.821000 |\n", "| 7 | 0.0486 | 0:00:02.139001 | 0:00:00.100001 | 0:00:02.139001 |\n", "| 8 | 0.0514 | 0:00:01.946997 | 0:00:00.106001 | 0:00:01.946997 |\n", "| 9 | 0.0568 | 0:00:02.001004 | 0:00:00.111999 | 0:00:02.001004 |\n", "| 10 | 0.0649 | 0:00:01.986169 | 0:00:00.124998 | 0:00:01.986169 |\n", "| 11 | 0.0676 | 0:00:02.688140 | 0:00:00.161998 | 0:00:02.688140 |\n", "| 12 | 0.0676 | 0:00:02.109003 | 0:00:00.135999 | 0:00:02.109003 |\n", "| 13 | 0.0703 | 0:00:02.122999 | 0:00:00.128001 | 0:00:02.122999 |\n", "| 14 | 0.0676 | 0:00:02.068999 | 0:00:00.155000 | 0:00:02.068999 |\n", "| 15 | 0.0676 | 0:00:02.225000 | 0:00:00.134003 | 0:00:02.225000 |\n", "| 16 | 0.0703 | 0:00:02.481000 | 0:00:00.144997 | 0:00:02.481000 |\n", "| 17 | 0.0703 | 0:00:02.267000 | 0:00:00.124000 | 0:00:02.267000 |\n", "| 18 | 0.0676 | 0:00:02.581002 | 0:00:00.194002 | 0:00:02.581002 |\n", "| 19 | 0.0703 | 0:00:02.924117 | 0:00:00.265087 | 0:00:02.924117 |\n", "| 20 | 0.073 | 0:00:03.149649 | 0:00:00.153000 | 0:00:03.149649 |\n", "| 21 | 0.0676 | 0:00:02.538001 | 0:00:00.157000 | 0:00:02.538001 |\n", "| 22 | 0.0703 | 0:00:02.547998 | 0:00:00.194000 | 0:00:02.547998 |\n", "| 23 | 0.0703 | 0:00:02.207001 | 0:00:00.164000 | 0:00:02.207001 |\n", "| 24 | 0.0784 | 0:00:02.176001 | 0:00:00.135000 | 0:00:02.176001 |\n", "| 25 | 0.0784 | 0:00:02.838000 | 0:00:00.160123 | 0:00:02.838000 |\n", "| Average | 0.0616 | 0:00:02.278323 | 0:00:00.139368 | 0:00:01.208846 |\n", "| Std Dev. | 0.0123 | 0.3388471946980198 | 0.037541921450802915 | 1.0963099670140384 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.7 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.7 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.67 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.66 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.67 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.68 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.66 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.61 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.61 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.61 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.6 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.6 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.59 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.6 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.62 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.62 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.63 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.62 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.61 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.61 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.63 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.63 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.63 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.65 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.6388 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0396 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.7528 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.7727 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.7555 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.7526 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.7555 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.772 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.7608 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.7253 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.7253 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.7253 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.6595 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.6595 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.6185 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.6595 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.7344 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.7344 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.7437 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.7413 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.739 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.739 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.7594 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.7627 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.7573 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.7622 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.7353 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0425 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.7 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.7 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.67 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.66 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.67 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.68 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.66 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.61 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.61 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.61 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.6 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.6 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.59 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.6 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.62 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.62 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.63 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.62 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.61 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.61 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.63 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.63 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.63 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.65 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.6388 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0396 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.7202 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.723 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.6965 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.6876 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.6965 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.7066 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.6872 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.6417 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.6417 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.6417 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.6286 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.6286 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.6154 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.6286 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.6521 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.6521 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.6626 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.6536 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.6447 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.6447 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.6619 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.6601 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.6587 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.6765 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.6677 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.037 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.7 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.7 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.67 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.66 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.67 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.68 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.66 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.61 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.61 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.61 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.6 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.6 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.59 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.6 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.62 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.62 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.63 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.62 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.61 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.61 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.63 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.63 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.63 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.65 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.6388 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0396 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.6831 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.6821 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.6458 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.6314 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.6458 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.6506 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.6253 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.5648 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.5648 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.5648 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.5576 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.5576 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.5504 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.5576 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.5749 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.5749 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.585 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.5675 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.5492 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.5492 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.5674 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.5663 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.5742 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.6081 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.5978 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0513 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.7 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.7 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.67 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.66 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.67 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.68 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.66 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.61 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.61 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.61 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.6 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.6 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.59 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.6 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.62 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.62 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.63 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.62 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.61 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.61 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.63 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.63 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.63 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.65 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.6388 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0396 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.8 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.8 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.78 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.7733 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.78 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.7867 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.7733 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.74 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.74 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.74 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.7333 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.7333 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.7267 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.7333 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.7467 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.7467 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.7533 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.7467 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.74 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.74 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.7533 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.7533 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.7533 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.7667 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.7592 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0264 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.565 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.565 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.5314 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.5206 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.5314 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.5424 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.5206 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.4696 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.4696 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.4696 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.46 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.46 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.4506 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.46 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.4794 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.4794 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.4894 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.4794 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.4696 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.4696 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.4894 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.4894 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.4894 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.51 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.4999 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0427 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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 | 0:00:00.096998 | 0:00:00.052002 | 0:00:00.096998 |\n", "| 2 | 0.3 | 0:00:00.107997 | 0:00:00.062001 | 0:00:00.107997 |\n", "| 3 | 0.3 | 0:00:00.104990 | 0:00:00.051998 | 0:00:00.104990 |\n", "| 4 | 0.33 | 0:00:00.091001 | 0:00:00.060002 | 0:00:00.091001 |\n", "| 5 | 0.34 | 0:00:00.082998 | 0:00:00.056004 | 0:00:00.082998 |\n", "| 6 | 0.33 | 0:00:00.100996 | 0:00:00.049999 | 0:00:00.100996 |\n", "| 7 | 0.32 | 0:00:00.080000 | 0:00:00.066001 | 0:00:00.080000 |\n", "| 8 | 0.34 | 0:00:00.140999 | 0:00:00.074002 | 0:00:00.140999 |\n", "| 9 | 0.39 | 0:00:00.123000 | 0:00:00.072001 | 0:00:00.123000 |\n", "| 10 | 0.39 | 0:00:00.113997 | 0:00:00.062000 | 0:00:00.113997 |\n", "| 11 | 0.39 | 0:00:00.094001 | 0:00:00.076000 | 0:00:00.094001 |\n", "| 12 | 0.4 | 0:00:00.089998 | 0:00:00.076001 | 0:00:00.089998 |\n", "| 13 | 0.4 | 0:00:00.083000 | 0:00:00.057002 | 0:00:00.083000 |\n", "| 14 | 0.41 | 0:00:00.097996 | 0:00:00.057000 | 0:00:00.097996 |\n", "| 15 | 0.4 | 0:00:00.080001 | 0:00:00.056001 | 0:00:00.080001 |\n", "| 16 | 0.38 | 0:00:00.081998 | 0:00:00.074008 | 0:00:00.081998 |\n", "| 17 | 0.38 | 0:00:00.104993 | 0:00:00.064999 | 0:00:00.104993 |\n", "| 18 | 0.37 | 0:00:00.082003 | 0:00:00.072998 | 0:00:00.082003 |\n", "| 19 | 0.38 | 0:00:00.092004 | 0:00:00.068998 | 0:00:00.092004 |\n", "| 20 | 0.39 | 0:00:00.100001 | 0:00:00.062998 | 0:00:00.100001 |\n", "| 21 | 0.39 | 0:00:00.088000 | 0:00:00.079998 | 0:00:00.088000 |\n", "| 22 | 0.37 | 0:00:00.102003 | 0:00:00.073997 | 0:00:00.102003 |\n", "| 23 | 0.37 | 0:00:00.095000 | 0:00:00.097000 | 0:00:00.095000 |\n", "| 24 | 0.37 | 0:00:00.130001 | 0:00:00.065998 | 0:00:00.130001 |\n", "| 25 | 0.35 | 0:00:00.084000 | 0:00:00.069005 | 0:00:00.084000 |\n", "| Average | 0.3612 | 0:00:00.097919 | 0:00:00.066321 | 0:00:00.082120 |\n", "| Std Dev. | 0.0396 | 0.015571026601028702 | 0.010463964519374033 | 0.020629907555750903 |\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", "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 | 0.8303 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.837 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8317 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8263 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8213 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8117 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.802 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7993 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7983 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.797 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7927 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7853 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7783 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.769 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7637 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7577 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7503 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7453 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7407 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7367 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.73 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7267 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7143 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.7077 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.7103 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7745 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0402 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8311 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.8379 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8325 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8278 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8238 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8138 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.8036 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.8008 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.8 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.7989 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7951 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7886 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7813 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.7721 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7671 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7618 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7547 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7504 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7466 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7433 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.7377 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.736 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7245 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.7194 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.7234 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7789 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.037 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8303 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.837 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8317 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8263 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8213 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8117 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.802 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7993 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7983 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.797 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7927 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7853 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7783 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.769 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7637 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7577 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7503 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7453 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7407 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7367 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.73 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7267 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7143 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.7077 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.7103 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7745 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0402 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8275 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.8342 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8288 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8229 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8173 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8076 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.7981 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7955 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7943 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.7928 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7881 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7802 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7732 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.7635 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7579 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7514 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7438 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7383 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7332 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7288 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.7215 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7175 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7044 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.697 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.6994 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7687 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0426 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8303 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.837 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8317 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8263 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8213 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8117 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.802 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7993 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7983 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.797 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7927 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7853 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7783 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.769 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7637 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7577 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7503 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7453 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7407 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7367 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.73 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7267 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7143 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.7077 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.7103 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7745 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0402 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8287 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.8354 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.83 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8243 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.819 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8092 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.7995 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7968 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7957 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.7943 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7896 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7818 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7747 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.765 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7593 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7528 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.745 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7394 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7341 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7295 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.7219 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7175 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7038 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.6956 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.6979 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7696 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0432 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8303 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.837 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8317 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8263 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8213 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8117 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.802 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7993 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7983 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.797 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7927 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7853 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7783 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.769 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7637 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7577 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7503 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7453 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7407 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7367 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.73 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7267 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7143 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.7077 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.7103 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7745 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0402 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.8275 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.8342 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.8288 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.8229 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.8173 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.8076 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.7981 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7955 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7943 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.7928 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7881 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7802 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7732 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.7635 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7579 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.7514 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.7438 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.7383 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.7332 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.7288 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.7215 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.7175 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.7044 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.697 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.6994 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7687 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0426 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.7867 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.7935 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.7878 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.7807 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.7739 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.7642 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.7553 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.7528 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.7514 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.7497 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.7445 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.7363 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.7298 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.7207 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.7152 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.709 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.702 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.6969 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.6921 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.688 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.6815 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.6778 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.6669 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.6607 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.6624 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.7272 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0413 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\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 | 0.1697 | 0:00:08.307696 | 0:00:00.756001 | 0:00:08.307696 |\n", "| 2 | 0.163 | 0:00:08.493999 | 0:00:00.767002 | 0:00:08.493999 |\n", "| 3 | 0.1683 | 0:00:08.108001 | 0:00:00.843999 | 0:00:08.108001 |\n", "| 4 | 0.1737 | 0:00:07.992999 | 0:00:00.876999 | 0:00:07.992999 |\n", "| 5 | 0.1787 | 0:00:09.300999 | 0:00:00.929999 | 0:00:09.300999 |\n", "| 6 | 0.1883 | 0:00:08.336002 | 0:00:00.872998 | 0:00:08.336002 |\n", "| 7 | 0.198 | 0:00:08.290000 | 0:00:00.905000 | 0:00:08.290000 |\n", "| 8 | 0.2007 | 0:00:08.265001 | 0:00:00.917001 | 0:00:08.265001 |\n", "| 9 | 0.2017 | 0:00:08.701002 | 0:00:01.015996 | 0:00:08.701002 |\n", "| 10 | 0.203 | 0:00:08.549002 | 0:00:01.019999 | 0:00:08.549002 |\n", "| 11 | 0.2073 | 0:00:07.966136 | 0:00:00.936999 | 0:00:07.966136 |\n", "| 12 | 0.2147 | 0:00:08.484002 | 0:00:01.159999 | 0:00:08.484002 |\n", "| 13 | 0.2217 | 0:00:08.919002 | 0:00:01.103997 | 0:00:08.919002 |\n", "| 14 | 0.231 | 0:00:10.096000 | 0:00:01.136002 | 0:00:10.096000 |\n", "| 15 | 0.2363 | 0:00:10.302998 | 0:00:01.047000 | 0:00:10.302998 |\n", "| 16 | 0.2423 | 0:00:08.467001 | 0:00:01.139999 | 0:00:08.467001 |\n", "| 17 | 0.2497 | 0:00:09.299001 | 0:00:01.059001 | 0:00:09.299001 |\n", "| 18 | 0.2547 | 0:00:08.038997 | 0:00:01.197003 | 0:00:08.038997 |\n", "| 19 | 0.2593 | 0:00:08.042000 | 0:00:01.055030 | 0:00:08.042000 |\n", "| 20 | 0.2633 | 0:00:07.961971 | 0:00:01.112999 | 0:00:07.961971 |\n", "| 21 | 0.27 | 0:00:08.150996 | 0:00:01.030002 | 0:00:08.150996 |\n", "| 22 | 0.2733 | 0:00:08.004000 | 0:00:01.053999 | 0:00:08.004000 |\n", "| 23 | 0.2857 | 0:00:08.013002 | 0:00:01.125999 | 0:00:08.013002 |\n", "| 24 | 0.2923 | 0:00:08.342000 | 0:00:01.258001 | 0:00:08.342000 |\n", "| 25 | 0.2897 | 0:00:07.974001 | 0:00:01.143998 | 0:00:07.974001 |\n", "| Average | 0.2255 | 0:00:08.496232 | 0:00:01.018601 | 0:00:04.757417 |\n", "| Std Dev. | 0.0402 | 0.6252911645498385 | 0.1308446066521192 | 3.766005481954982 |\n", "+----------+--------+--------------------+--------------------+-------------------+\n", "###############\n" ] } ], "source": [ "# importing all the required modules\n", "\n", "from importlib import reload\n", "import nltk\n", "from bs4 import BeautifulSoup\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer,CountVectorizer\n", "import os,sys\n", "import errno\n", "import string\n", "from nltk.corpus import reuters \n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.corpus import stopwords\n", "from nltk import FreqDist\n", "from nltk.text import TextCollection\n", "import collections\n", "import numpy as 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", " \n", " for k in kList:\n", " time1=time.time()\n", " pred=[]\n", " print(\"k\",k)\n", " distances,neighs=[],[]\n", " for c in range(0,len(classes)):\n", " if len(class_dist[c])0:\n", " r_mean=np.nanmean(neigh_vals,axis=0)\n", " m1=np.nanmin(dist)\n", " m2=func(test_data[t,:],r_mean)\n", " m3=np.nanmean(dist)\n", " membership.append((m1+m2+m3)/3)\n", " \n", " else:\n", " membership.append(0) \n", " \n", " membership = np.array(membership)\n", " membership = membership/np.sum(membership)\n", " maxInd=np.argmax(membership)\n", " pred.append(clss[maxInd]) \n", " y_pred.append(pred) \n", " time3=time.time()\n", " train_time.append(time2-time1)\n", " test_time.append(time3-time2)\n", "\n", " \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 = \"LMAL-FkNN\\\\Time Series Datasets\"\n", " if not os.path.exists(path):\n", " os.makedirs(path)\n", " fname=path+'\\\\table_'+dataset+'_'+met+'-LMAL-FkNN.txt'\n", " tables = open(fname, 'wb')\n", " 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": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2, 3]\n" ] } ], "source": [ "test=[1,2,3,4]\n", "print(test[0:-1])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from sklearn.metrics import roc_auc_score\n", "y_true = np.array([0, 2, 0, 0, 2, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "y_scores = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "roc_auc_score(y_true, y_scores)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }