{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package reuters to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package reuters is already up-to-date!\n", "[nltk_data] Downloading package stopwords to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package stopwords is already up-to-date!\n", "[nltk_data] Downloading package punkt to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package wordnet to\n", "[nltk_data] C:\\Users\\Nabeel\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "b'Noisy Dataets\\\\heart h-an-nn'\n", "293\n", "arr (293, 13)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7797 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.7797 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.7627 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.7797 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.7797 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.7627 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.7627 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.7627 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.7627 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.7627 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.7627 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.7627 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.7627 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.7627 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.7627 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.7672 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0075 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8102 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.8303 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.798 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.8102 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.8102 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.798 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.798 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.798 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.798 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.798 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.798 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.798 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.798 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.798 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.798 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.8026 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0089 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7797 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.7797 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.7627 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.7797 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.7797 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.7627 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.7627 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.7627 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.7627 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.7627 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.7627 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.7627 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.7627 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.7627 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.7627 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.7672 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0075 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7582 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.7541 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.7389 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.7582 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.7582 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.7389 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.7389 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.7389 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.7389 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.7389 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.7389 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.7389 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.7389 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.7389 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.7389 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.7438 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0081 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7797 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.7797 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.7627 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.7797 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.7797 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.7627 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.7627 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.7627 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.7627 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.7627 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.7627 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.7627 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.7627 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.7627 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.7627 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.7672 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0075 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7622 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.757 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.7412 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.7622 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.7622 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.7412 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.7412 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.7412 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.7412 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.7412 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.7412 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.7412 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.7412 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.7412 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.7412 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.7465 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0088 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7797 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.7797 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.7627 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.7797 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.7797 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.7627 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.7627 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.7627 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.7627 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.7627 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.7627 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.7627 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.7627 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.7627 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.7627 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.7672 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0075 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8347 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.8347 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.822 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.8347 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.8347 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.822 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.822 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.822 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.822 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.822 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.822 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.822 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.822 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.822 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.822 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.8254 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0056 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.6813 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.6813 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.6608 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.6813 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.6813 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.6608 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.6608 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.6608 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.6608 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.6608 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.6608 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.6608 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.6608 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.6608 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.6608 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.6663 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.0091 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.4407 | 0:00:00.050998 | 0:00:00.016999 | 0:00:00.050998 |\n", "| 2 | 0.4407 | 0:00:00.053001 | 0:00:00.016000 | 0:00:00.053001 |\n", "| 3 | 0.4746 | 0:00:00.063998 | 0:00:00.019003 | 0:00:00.063998 |\n", "| 4 | 0.4407 | 0:00:00.065998 | 0:00:00.016001 | 0:00:00.065998 |\n", "| 5 | 0.4407 | 0:00:00.063000 | 0:00:00.017000 | 0:00:00.063000 |\n", "| 6 | 0.4746 | 0:00:00.056997 | 0:00:00.017000 | 0:00:00.056997 |\n", "| 7 | 0.4746 | 0:00:00.059999 | 0:00:00.017001 | 0:00:00.059999 |\n", "| 8 | 0.4746 | 0:00:00.059999 | 0:00:00.017003 | 0:00:00.059999 |\n", "| 9 | 0.4746 | 0:00:00.060000 | 0:00:00.017000 | 0:00:00.060000 |\n", "| 10 | 0.4746 | 0:00:00.062035 | 0:00:00.023965 | 0:00:00.062035 |\n", "| 11 | 0.4746 | 0:00:00.063999 | 0:00:00.017000 | 0:00:00.063999 |\n", "| 12 | 0.4746 | 0:00:00.061999 | 0:00:00.018001 | 0:00:00.061999 |\n", "| 13 | 0.4746 | 0:00:00.073999 | 0:00:00.019000 | 0:00:00.073999 |\n", "| 14 | 0.4746 | 0:00:00.066000 | 0:00:00.019000 | 0:00:00.066000 |\n", "| 15 | 0.4746 | 0:00:00.084003 | 0:00:00.022997 | 0:00:00.084003 |\n", "| Average | 0.4655 | 0:00:00.063068 | 0:00:00.018198 | 0:00:00.040633 |\n", "| Std Dev. | 0.015 | 0.007707190075411127 | 0.002279831613215491 | 0.023143807152062584 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8298 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8298 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8298 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7872 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.8085 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.8085 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.8085 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.8085 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.8085 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.8085 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8298 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.8085 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7872 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7872 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.8099 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0145 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8095 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8396 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8396 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8396 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7906 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.8095 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.8095 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.8095 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.8095 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.8095 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.8095 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8284 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.8095 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7906 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7906 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.813 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0162 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8298 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8298 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8298 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7872 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.8085 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.8085 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.8085 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.8085 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.8085 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.8085 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8298 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.8085 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7872 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7872 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.8099 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0145 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7885 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8064 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8064 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8064 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7622 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.7885 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.7885 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.7885 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.7885 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.7885 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.7885 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8148 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.7885 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7622 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7622 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.7886 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0158 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8298 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8298 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8298 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7872 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.8085 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.8085 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.8085 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.8085 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.8085 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.8085 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8298 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.8085 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7872 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7872 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.8099 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0145 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7952 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8157 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8157 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8157 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7696 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.7952 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.7952 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.7952 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.7952 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.7952 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.7952 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8199 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.7952 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7696 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7696 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.7958 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.016 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8085 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8298 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8298 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8298 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.7872 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.8085 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.8085 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.8085 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.8085 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.8085 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.8085 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8298 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.8085 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.7872 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.7872 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.8099 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0145 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8564 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.8723 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.8723 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.8723 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.8404 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.8564 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.8564 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.8564 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.8564 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.8564 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.8564 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.8723 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.8564 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.8404 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.8404 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.8574 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0108 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.7175 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.7453 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.7453 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.7453 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.6907 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.7175 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.7175 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.7175 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.7175 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.7175 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.7175 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.7453 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.7175 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.6907 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.6907 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.7196 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0186 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.383 | 0:00:00.035000 | 0:00:00.014000 | 0:00:00.035000 |\n", "| 2 | 0.3404 | 0:00:00.037000 | 0:00:00.014007 | 0:00:00.037000 |\n", "| 3 | 0.3404 | 0:00:00.036994 | 0:00:00.012999 | 0:00:00.036994 |\n", "| 4 | 0.3404 | 0:00:00.040999 | 0:00:00.014000 | 0:00:00.040999 |\n", "| 5 | 0.4255 | 0:00:00.040001 | 0:00:00.013000 | 0:00:00.040001 |\n", "| 6 | 0.383 | 0:00:00.046000 | 0:00:00.024999 | 0:00:00.046000 |\n", "| 7 | 0.383 | 0:00:00.039000 | 0:00:00.014002 | 0:00:00.039000 |\n", "| 8 | 0.383 | 0:00:00.064000 | 0:00:00.014000 | 0:00:00.064000 |\n", "| 9 | 0.383 | 0:00:00.055001 | 0:00:00.019001 | 0:00:00.055001 |\n", "| 10 | 0.383 | 0:00:00.042001 | 0:00:00.013999 | 0:00:00.042001 |\n", "| 11 | 0.383 | 0:00:00.044998 | 0:00:00.016172 | 0:00:00.044998 |\n", "| 12 | 0.3404 | 0:00:00.044998 | 0:00:00.014000 | 0:00:00.044998 |\n", "| 13 | 0.383 | 0:00:00.043000 | 0:00:00.014000 | 0:00:00.043000 |\n", "| 14 | 0.4255 | 0:00:00.040999 | 0:00:00.014003 | 0:00:00.040999 |\n", "| 15 | 0.4255 | 0:00:00.043998 | 0:00:00.013999 | 0:00:00.043998 |\n", "| Average | 0.3801 | 0:00:00.043599 | 0:00:00.015079 | 0:00:00.029339 |\n", "| Std Dev. | 0.0289 | 0.007153954594976019 | 0.003002852693899045 | 0.015279187525686687 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9211 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9211 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9211 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9211 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9211 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9211 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9211 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9211 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9211 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9211 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8947 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8947 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8947 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8947 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.9123 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0124 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8964 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9483 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9483 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9483 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9483 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9483 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9483 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9483 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9483 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9483 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9483 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8964 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8964 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8964 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8964 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.931 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0244 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9211 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9211 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9211 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9211 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9211 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9211 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9211 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9211 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9211 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9211 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8947 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8947 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8947 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8947 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.9123 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0124 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8558 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.875 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.875 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.875 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.875 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.875 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.875 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.875 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.875 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.875 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.875 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8558 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8558 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8558 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8558 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.8686 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0091 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9211 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9211 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9211 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9211 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9211 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9211 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9211 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9211 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9211 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9211 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8947 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8947 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8947 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8947 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.9123 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0124 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8721 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9013 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9013 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9013 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9013 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9013 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9013 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9013 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9013 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9013 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9013 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8721 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8721 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8721 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8721 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.8916 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0138 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8947 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9211 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9211 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9211 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9211 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9211 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9211 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9211 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9211 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9211 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9211 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8947 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8947 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8947 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8947 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.9123 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0124 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9211 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.9408 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.9408 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.9408 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.9408 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.9408 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.9408 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.9408 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.9408 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.9408 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.9408 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.9211 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.9211 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.9211 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.9211 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.9342 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0093 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8356 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.8747 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.8747 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.8747 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.8747 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.8747 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.8747 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.8747 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.8747 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.8747 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.8747 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.8356 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.8356 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.8356 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.8356 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.8616 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0184 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.2105 | 0:00:00.032000 | 0:00:00.011001 | 0:00:00.032000 |\n", "| 2 | 0.1579 | 0:00:00.049999 | 0:00:00.010000 | 0:00:00.049999 |\n", "| 3 | 0.1579 | 0:00:00.032001 | 0:00:00.010998 | 0:00:00.032001 |\n", "| 4 | 0.1579 | 0:00:00.031998 | 0:00:00.013000 | 0:00:00.031998 |\n", "| 5 | 0.1579 | 0:00:00.035000 | 0:00:00.010000 | 0:00:00.035000 |\n", "| 6 | 0.1579 | 0:00:00.033002 | 0:00:00.009998 | 0:00:00.033002 |\n", "| 7 | 0.1579 | 0:00:00.036002 | 0:00:00.010998 | 0:00:00.036002 |\n", "| 8 | 0.1579 | 0:00:00.035000 | 0:00:00.010999 | 0:00:00.035000 |\n", "| 9 | 0.1579 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 10 | 0.1579 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 11 | 0.1579 | 0:00:00.034000 | 0:00:00.011000 | 0:00:00.034000 |\n", "| 12 | 0.2105 | 0:00:00.033000 | 0:00:00.011000 | 0:00:00.033000 |\n", "| 13 | 0.2105 | 0:00:00.036001 | 0:00:00.012001 | 0:00:00.036001 |\n", "| 14 | 0.2105 | 0:00:00.037999 | 0:00:00.012001 | 0:00:00.037999 |\n", "| 15 | 0.2105 | 0:00:00.035999 | 0:00:00.012001 | 0:00:00.035999 |\n", "| Average | 0.1754 | 0:00:00.035400 | 0:00:00.011200 | 0:00:00.023300 |\n", "| Std Dev. | 0.0248 | 0.004286195575780362 | 0.0008331829779546534 | 0.012487727674382545 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.9 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.9 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.8667 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.8667 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.8667 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.8333 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.8667 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.8667 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.8667 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.8667 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.8667 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.8667 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.8667 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.8667 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.8689 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0147 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9167 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.9348 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.9348 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.9167 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.9167 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.9167 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.6087 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.6212 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.6212 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.6212 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.6212 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.6212 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.6212 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.6212 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.6212 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.741 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.1485 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.9 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.9 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.8667 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.8667 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.8667 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.8333 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.8667 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.8667 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.8667 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.8667 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.8667 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.8667 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.8667 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.8667 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.8689 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0147 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.85 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.85 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.8 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.8 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.8 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.5167 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.55 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.55 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.55 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.55 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.55 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.55 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.55 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.55 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.6544 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.1335 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.9 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.9 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.8667 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.8667 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.8667 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.8333 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.8667 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.8667 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.8667 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.8667 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.8667 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.8667 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.8667 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.8667 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.8689 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0147 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8295 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.8769 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.8769 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.8295 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.8295 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.8295 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.5446 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.5761 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.5761 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.5761 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.5761 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.5761 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.5761 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.5761 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.5761 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.6817 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.1346 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.9 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.9 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.8667 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.8667 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.8667 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.8333 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.8667 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.8667 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.8667 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.8667 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.8667 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.8667 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.8667 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.8667 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.8689 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0147 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.9 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.925 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.925 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.9 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.9 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.9 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.875 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.9 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.9 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.9 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.9 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.9 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.9 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.9 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.9 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.9017 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0111 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.7956 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.8433 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.8433 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.7956 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.7956 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.7956 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.75 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.7956 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.7956 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.7956 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.7956 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.7956 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.7956 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.7956 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.7956 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.7989 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0208 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.2667 | 0:00:00.024004 | 0:00:00.009999 | 0:00:00.024004 |\n", "| 2 | 0.2 | 0:00:00.031998 | 0:00:00.008001 | 0:00:00.031998 |\n", "| 3 | 0.2 | 0:00:00.022999 | 0:00:00.007999 | 0:00:00.022999 |\n", "| 4 | 0.2667 | 0:00:00.023002 | 0:00:00.007999 | 0:00:00.023002 |\n", "| 5 | 0.2667 | 0:00:00.023000 | 0:00:00.009001 | 0:00:00.023000 |\n", "| 6 | 0.2667 | 0:00:00.021998 | 0:00:00.010001 | 0:00:00.021998 |\n", "| 7 | 0.3 | 0:00:00.025000 | 0:00:00.007999 | 0:00:00.025000 |\n", "| 8 | 0.2333 | 0:00:00.027003 | 0:00:00.010999 | 0:00:00.027003 |\n", "| 9 | 0.2333 | 0:00:00.026003 | 0:00:00.008999 | 0:00:00.026003 |\n", "| 10 | 0.2333 | 0:00:00.024998 | 0:00:00.008999 | 0:00:00.024998 |\n", "| 11 | 0.2333 | 0:00:00.025000 | 0:00:00.009001 | 0:00:00.025000 |\n", "| 12 | 0.2333 | 0:00:00.024000 | 0:00:00.009999 | 0:00:00.024000 |\n", "| 13 | 0.2333 | 0:00:00.027000 | 0:00:00.009001 | 0:00:00.027000 |\n", "| 14 | 0.2333 | 0:00:00.025000 | 0:00:00.010002 | 0:00:00.025000 |\n", "| 15 | 0.2333 | 0:00:00.027997 | 0:00:00.009000 | 0:00:00.027997 |\n", "| Average | 0.2422 | 0:00:00.025267 | 0:00:00.009133 | 0:00:00.017200 |\n", "| Std Dev. | 0.0257 | 0.002434500154469852 | 0.0008844164525723496 | 0.008272112059636714 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.75 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.75 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.75 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.7917 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.7917 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.7917 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.7917 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.7917 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.7917 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.7917 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.7917 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.7917 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.7917 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.7917 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.7917 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.7833 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0167 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.493 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.493 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.493 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.537 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.537 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.537 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.537 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.537 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.537 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.537 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.537 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.537 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.537 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.537 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.537 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.5282 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0176 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.75 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.75 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.75 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.7917 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.7917 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.7917 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.7917 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.7917 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.7917 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.7917 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.7917 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.7917 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.7917 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.7917 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.7917 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.7833 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0167 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4972 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.4972 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.4972 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.5194 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.5194 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.5194 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.5194 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.5194 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.5194 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.5194 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.5194 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.5194 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.5194 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.5194 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.5194 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.515 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0089 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.75 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.75 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.75 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.7917 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.7917 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.7917 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.7917 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.7917 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.7917 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.7917 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.7917 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.7917 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.7917 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.7917 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.7917 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.7833 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0167 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4931 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.4931 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.4931 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.5209 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.5209 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.5209 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.5209 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.5209 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.5209 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.5209 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.5209 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.5209 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.5209 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.5209 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.5209 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.5153 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0111 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.75 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.75 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.75 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.7917 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.7917 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.7917 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.7917 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.7917 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.7917 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.7917 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.7917 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.7917 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.7917 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.7917 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.7917 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.7833 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0167 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8125 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.8125 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.8125 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.8437 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.8437 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.8437 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.8437 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.8437 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.8437 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.8437 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.8437 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.8437 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.8437 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.8437 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.8437 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.8375 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0125 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.6458 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.6458 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.6458 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.6962 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.6962 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.6962 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.6962 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.6962 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.6962 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.6962 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.6962 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.6962 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.6962 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.6962 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.6962 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.6861 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0201 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4583 | 0:00:00.016002 | 0:00:00.005002 | 0:00:00.016002 |\n", "| 2 | 0.4583 | 0:00:00.017998 | 0:00:00.009001 | 0:00:00.017998 |\n", "| 3 | 0.4583 | 0:00:00.022999 | 0:00:00.005000 | 0:00:00.022999 |\n", "| 4 | 0.375 | 0:00:00.015999 | 0:00:00.005003 | 0:00:00.015999 |\n", "| 5 | 0.375 | 0:00:00.015997 | 0:00:00.005001 | 0:00:00.015997 |\n", "| 6 | 0.375 | 0:00:00.015999 | 0:00:00.006001 | 0:00:00.015999 |\n", "| 7 | 0.375 | 0:00:00.016000 | 0:00:00.004999 | 0:00:00.016000 |\n", "| 8 | 0.375 | 0:00:00.017000 | 0:00:00.005000 | 0:00:00.017000 |\n", "| 9 | 0.375 | 0:00:00.017000 | 0:00:00.005001 | 0:00:00.017000 |\n", "| 10 | 0.375 | 0:00:00.017001 | 0:00:00.005000 | 0:00:00.017001 |\n", "| 11 | 0.375 | 0:00:00.017998 | 0:00:00.006000 | 0:00:00.017998 |\n", "| 12 | 0.375 | 0:00:00.017001 | 0:00:00.005001 | 0:00:00.017001 |\n", "| 13 | 0.375 | 0:00:00.016997 | 0:00:00.005001 | 0:00:00.016997 |\n", "| 14 | 0.375 | 0:00:00.015999 | 0:00:00.006002 | 0:00:00.015999 |\n", "| 15 | 0.375 | 0:00:00.015000 | 0:00:00.005998 | 0:00:00.015000 |\n", "| Average | 0.3917 | 0:00:00.016999 | 0:00:00.005534 | 0:00:00.011267 |\n", "| Std Dev. | 0.0333 | 0.0017886542464764814 | 0.0010240988787712914 | 0.0059150277151189855 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.8361 | 0.0662 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.8327 | 0.0694 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.8378 | 0.0516 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.8293 | 0.0556 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.8301 | 0.0567 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.8235 | 0.0539 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.8301 | 0.0567 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.8301 | 0.0567 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.8301 | 0.0567 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.8301 | 0.0567 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.8291 | 0.048 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.8249 | 0.0487 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.8206 | 0.0508 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.8206 | 0.0508 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.8283 | 0.0555 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0052 | 0.0057 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7852 | 0.1525 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.8092 | 0.1652 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.8027 | 0.1649 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.8104 | 0.1455 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.8006 | 0.1449 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.8019 | 0.1448 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.7403 | 0.1483 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.7428 | 0.1462 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.7428 | 0.1462 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.7428 | 0.1462 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.7428 | 0.1462 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.7362 | 0.1348 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.7324 | 0.1324 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.7287 | 0.1304 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.7287 | 0.1304 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.7632 | 0.1453 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0322 | 0.0102 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.8361 | 0.0662 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.8327 | 0.0694 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.8378 | 0.0516 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.8293 | 0.0556 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.8301 | 0.0567 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.8235 | 0.0539 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.8301 | 0.0567 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.8301 | 0.0567 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.8301 | 0.0567 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.8301 | 0.0567 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.8291 | 0.048 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.8249 | 0.0487 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.8206 | 0.0508 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.8206 | 0.0508 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.8283 | 0.0555 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0052 | 0.0057 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7399 | 0.1254 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.7565 | 0.136 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.7535 | 0.1362 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.7518 | 0.1221 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.743 | 0.1194 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.7444 | 0.1206 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.6877 | 0.1452 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.6944 | 0.1378 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.6944 | 0.1378 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.6944 | 0.1378 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.6944 | 0.1378 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.6958 | 0.1371 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.6905 | 0.1329 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.6853 | 0.1294 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.6853 | 0.1294 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.7141 | 0.1323 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0283 | 0.0074 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.8361 | 0.0662 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.8327 | 0.0694 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.8378 | 0.0516 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.8293 | 0.0556 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.8301 | 0.0567 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.8235 | 0.0539 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.8301 | 0.0567 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.8301 | 0.0567 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.8301 | 0.0567 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.8301 | 0.0567 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.8291 | 0.048 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.8249 | 0.0487 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.8206 | 0.0508 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.8206 | 0.0508 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.8283 | 0.0555 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0052 | 0.0057 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7504 | 0.1337 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.7688 | 0.1467 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.7656 | 0.1471 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.7659 | 0.1303 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.7567 | 0.1281 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.7576 | 0.1292 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.7006 | 0.1466 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.7069 | 0.1403 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.7069 | 0.1403 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.7069 | 0.1403 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.7069 | 0.1403 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.706 | 0.1363 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.7011 | 0.1325 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.696 | 0.1292 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.696 | 0.1292 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.7262 | 0.1367 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0288 | 0.0067 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8199 | 0.0537 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.8361 | 0.0662 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.8327 | 0.0694 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.8378 | 0.0516 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.8293 | 0.0556 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.8301 | 0.0567 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.8235 | 0.0539 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.8301 | 0.0567 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.8301 | 0.0567 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.8301 | 0.0567 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.8301 | 0.0567 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.8291 | 0.048 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.8249 | 0.0487 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.8206 | 0.0508 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.8206 | 0.0508 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.8283 | 0.0555 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0052 | 0.0057 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8649 | 0.0403 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.8771 | 0.0497 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.8745 | 0.052 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.8783 | 0.0387 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.8719 | 0.0417 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.8726 | 0.0426 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.8676 | 0.0405 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.8726 | 0.0426 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.8726 | 0.0426 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.8726 | 0.0426 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.8726 | 0.0426 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.8718 | 0.036 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.8686 | 0.0365 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.8655 | 0.0381 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.8655 | 0.0381 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.8712 | 0.0416 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0039 | 0.0043 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7352 | 0.0706 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.7581 | 0.0889 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.754 | 0.0927 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.7586 | 0.0705 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.7477 | 0.0758 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.7489 | 0.0768 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.7398 | 0.0734 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.7489 | 0.0768 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.7489 | 0.0768 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.7489 | 0.0768 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.7489 | 0.0768 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.7467 | 0.0636 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.7411 | 0.0647 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.7358 | 0.0675 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.7358 | 0.0675 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.7465 | 0.0746 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0073 | 0.0078 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3518 | 0.0974 | 0:00:00.031601 | 0:00:00.011401 | 0:00:00.043001 |\n", "| 2 | 0.3195 | 0.1223 | 0:00:00.037999 | 0:00:00.011402 | 0:00:00.049401 |\n", "| 3 | 0.3262 | 0.1296 | 0:00:00.035798 | 0:00:00.011200 | 0:00:00.046998 |\n", "| 4 | 0.3161 | 0.097 | 0:00:00.035599 | 0:00:00.011201 | 0:00:00.046800 |\n", "| 5 | 0.3332 | 0.1068 | 0:00:00.035400 | 0:00:00.010800 | 0:00:00.046200 |\n", "| 6 | 0.3314 | 0.109 | 0:00:00.034799 | 0:00:00.013600 | 0:00:00.048399 |\n", "| 7 | 0.3381 | 0.1058 | 0:00:00.035200 | 0:00:00.011000 | 0:00:00.046200 |\n", "| 8 | 0.3248 | 0.1136 | 0:00:00.040600 | 0:00:00.011600 | 0:00:00.052200 |\n", "| 9 | 0.3248 | 0.1136 | 0:00:00.038801 | 0:00:00.012400 | 0:00:00.051201 |\n", "| 10 | 0.3248 | 0.1136 | 0:00:00.035807 | 0:00:00.012593 | 0:00:00.048400 |\n", "| 11 | 0.3248 | 0.1136 | 0:00:00.037199 | 0:00:00.011835 | 0:00:00.049034 |\n", "| 12 | 0.3268 | 0.0965 | 0:00:00.036200 | 0:00:00.011600 | 0:00:00.047800 |\n", "| 13 | 0.3353 | 0.0992 | 0:00:00.039399 | 0:00:00.011801 | 0:00:00.051200 |\n", "| 14 | 0.3438 | 0.1046 | 0:00:00.037199 | 0:00:00.012201 | 0:00:00.049401 |\n", "| 15 | 0.3438 | 0.1046 | 0:00:00.041399 | 0:00:00.012799 | 0:00:00.054199 |\n", "| Average | 0.331 | 0.1085 | 0:00:00.036867 | 0:00:00.011829 | 0:00:00.048696 |\n", "| Std Dev. | 0.0096 | 0.0092 | 0.0024137785 | 0.0007363707 | 0.0026902508 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\ionosphere-an-nn'\n", "350\n", "arr (350, 34)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8714 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9286 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9286 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.9 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9286 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9286 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9286 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9286 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9286 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9286 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9286 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9286 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9429 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9429 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9429 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.9257 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0175 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8644 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9357 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9357 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.9033 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9357 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9357 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9357 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9357 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9357 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9357 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9357 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9357 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9466 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9466 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9466 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.931 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0202 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8714 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9286 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9286 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.9 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9286 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9286 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9286 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9286 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9286 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9286 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9286 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9286 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9429 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9429 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9429 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.9257 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0175 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8584 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9117 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9117 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.8811 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9117 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9117 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9117 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9117 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9117 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9117 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9117 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9117 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9309 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9309 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9309 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.91 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.018 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8714 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9286 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9286 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.9 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9286 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9286 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9286 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9286 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9286 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9286 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9286 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9286 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9429 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9429 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9429 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.9257 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0175 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8612 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9215 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9215 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.8901 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9215 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9215 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9215 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9215 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9215 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9215 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9215 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9215 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9378 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9378 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9378 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.9186 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0188 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8714 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9286 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9286 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.9 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9286 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9286 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9286 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9286 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9286 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9286 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9286 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9286 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9429 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9429 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9429 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.9257 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0175 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8584 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.9117 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.9117 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.8811 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.9117 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.9117 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.9117 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.9117 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.9117 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.9117 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.9117 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.9117 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.9309 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.9309 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.9309 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.91 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.018 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7499 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.8665 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.8665 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.8089 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.8665 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.8665 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.8665 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.8665 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.8665 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.8665 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.8665 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.8665 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.8906 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.8906 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.8906 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.8597 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0346 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1286 | 0:00:00.128997 | 0:00:00.015000 | 0:00:00.128997 |\n", "| 2 | 0.0714 | 0:00:00.143000 | 0:00:00.014000 | 0:00:00.143000 |\n", "| 3 | 0.0714 | 0:00:00.135000 | 0:00:00.015034 | 0:00:00.135000 |\n", "| 4 | 0.1 | 0:00:00.133965 | 0:00:00.014001 | 0:00:00.133965 |\n", "| 5 | 0.0714 | 0:00:00.131997 | 0:00:00.015001 | 0:00:00.131997 |\n", "| 6 | 0.0714 | 0:00:00.134999 | 0:00:00.018001 | 0:00:00.134999 |\n", "| 7 | 0.0714 | 0:00:00.155002 | 0:00:00.015998 | 0:00:00.155002 |\n", "| 8 | 0.0714 | 0:00:00.134000 | 0:00:00.016001 | 0:00:00.134000 |\n", "| 9 | 0.0714 | 0:00:00.134002 | 0:00:00.015000 | 0:00:00.134002 |\n", "| 10 | 0.0714 | 0:00:00.160998 | 0:00:00.016002 | 0:00:00.160998 |\n", "| 11 | 0.0714 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 12 | 0.0714 | 0:00:00.141002 | 0:00:00.016001 | 0:00:00.141002 |\n", "| 13 | 0.0571 | 0:00:00.127997 | 0:00:00.016000 | 0:00:00.127997 |\n", "| 14 | 0.0571 | 0:00:00.128002 | 0:00:00.016001 | 0:00:00.128002 |\n", "| 15 | 0.0571 | 0:00:00.146000 | 0:00:00.017041 | 0:00:00.146000 |\n", "| Average | 0.0743 | 0:00:00.137997 | 0:00:00.015672 | 0:00:00.076835 |\n", "| Std Dev. | 0.0175 | 0.009339399176064255 | 0.0010132778559161372 | 0.06152228056893973 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9464 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9464 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9464 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9464 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9464 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9464 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9464 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9464 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9286 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9286 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9286 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9286 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9286 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9286 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9393 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0087 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9467 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9467 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9467 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9467 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9467 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9467 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9467 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9615 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9615 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9327 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9327 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9327 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9327 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9327 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9327 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9431 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0097 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9464 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9464 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9464 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9464 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9464 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9464 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9464 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9464 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9286 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9286 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9286 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9286 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9286 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9286 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9393 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0087 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9361 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9361 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9361 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9361 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9361 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9361 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9361 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.925 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.925 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9111 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9111 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9111 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9111 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9111 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9111 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9246 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0116 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9464 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9464 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9464 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9464 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9464 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9464 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9464 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9464 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9286 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9286 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9286 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9286 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9286 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9286 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9393 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0087 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.941 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.941 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.941 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.941 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.941 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.941 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.941 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9395 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9395 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9203 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9203 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9203 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9203 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9203 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9203 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9325 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.01 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9464 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9464 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9464 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9464 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9464 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9464 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9464 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9464 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9464 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9286 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9286 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9286 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9286 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9286 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9286 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9393 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0087 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9361 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.9361 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.9361 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.9361 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.9361 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.9361 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.9361 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.925 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.925 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.9111 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.9111 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.9111 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.9111 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.9111 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.9111 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.9246 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0116 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.8883 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.8883 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.8883 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.8883 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.8883 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.8883 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.8883 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.9036 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.9036 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.8563 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.8563 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.8563 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.8563 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.8563 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.8563 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.8776 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.018 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0536 | 0:00:00.085967 | 0:00:00.013001 | 0:00:00.085967 |\n", "| 2 | 0.0536 | 0:00:00.090000 | 0:00:00.011000 | 0:00:00.090000 |\n", "| 3 | 0.0536 | 0:00:00.088000 | 0:00:00.012000 | 0:00:00.088000 |\n", "| 4 | 0.0536 | 0:00:00.085997 | 0:00:00.013036 | 0:00:00.085997 |\n", "| 5 | 0.0536 | 0:00:00.088966 | 0:00:00.013000 | 0:00:00.088966 |\n", "| 6 | 0.0536 | 0:00:00.085996 | 0:00:00.012001 | 0:00:00.085996 |\n", "| 7 | 0.0536 | 0:00:00.097008 | 0:00:00.012996 | 0:00:00.097008 |\n", "| 8 | 0.0536 | 0:00:00.088996 | 0:00:00.013004 | 0:00:00.088996 |\n", "| 9 | 0.0536 | 0:00:00.088999 | 0:00:00.012002 | 0:00:00.088999 |\n", "| 10 | 0.0714 | 0:00:00.095997 | 0:00:00.013001 | 0:00:00.095997 |\n", "| 11 | 0.0714 | 0:00:00.086000 | 0:00:00.014000 | 0:00:00.086000 |\n", "| 12 | 0.0714 | 0:00:00.095003 | 0:00:00.013000 | 0:00:00.095003 |\n", "| 13 | 0.0714 | 0:00:00.085996 | 0:00:00.013001 | 0:00:00.085996 |\n", "| 14 | 0.0714 | 0:00:00.088998 | 0:00:00.013000 | 0:00:00.088998 |\n", "| 15 | 0.0714 | 0:00:00.084001 | 0:00:00.014002 | 0:00:00.084001 |\n", "| Average | 0.0607 | 0:00:00.089062 | 0:00:00.012803 | 0:00:00.050932 |\n", "| Std Dev. | 0.0087 | 0.0038410940896628333 | 0.0007490118044327506 | 0.03822961277853902 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8444 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8667 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8667 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8444 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8667 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8889 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.9111 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8889 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8889 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8889 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.9111 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.9111 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.9111 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.9111 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8844 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0232 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8833 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8675 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.9062 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.9062 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8939 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.9062 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.9194 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.9333 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.9194 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.9194 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.9194 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.9333 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.9333 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.9333 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.9333 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.9138 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0194 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8444 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8667 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8667 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8444 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8667 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8889 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.9111 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8889 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8889 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8889 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.9111 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.9111 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.9111 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.9111 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8844 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0232 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8492 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8229 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8421 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8421 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8158 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8421 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8684 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.8947 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8684 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8684 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8684 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.8947 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.8947 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.8947 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.8947 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8641 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0264 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8444 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8667 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8667 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8444 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8667 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8889 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.9111 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8889 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8889 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8889 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.9111 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.9111 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.9111 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.9111 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8844 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0232 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8582 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8325 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8545 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8545 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8278 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8545 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8804 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.9055 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8804 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8804 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8804 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.9055 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.9055 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.9055 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.9055 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8754 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0262 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8667 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8444 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8667 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8667 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8444 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8667 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8889 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.9111 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8889 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8889 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8889 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.9111 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.9111 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.9111 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.9111 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8844 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0232 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8492 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.8229 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8421 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8421 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.8158 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8421 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.8684 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.8947 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.8684 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.8684 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.8684 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.8947 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.8947 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.8947 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.8947 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8641 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0264 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7988 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.7687 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.8175 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.8175 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.7871 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.8175 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.848 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.8784 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.848 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.848 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.848 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.8784 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.8784 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.8784 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.8784 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.8394 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0353 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.1333 | 0:00:00.054998 | 0:00:00.007999 | 0:00:00.054998 |\n", "| 2 | 0.1556 | 0:00:00.054000 | 0:00:00.009001 | 0:00:00.054000 |\n", "| 3 | 0.1333 | 0:00:00.053999 | 0:00:00.011002 | 0:00:00.053999 |\n", "| 4 | 0.1333 | 0:00:00.056000 | 0:00:00.008998 | 0:00:00.056000 |\n", "| 5 | 0.1556 | 0:00:00.055001 | 0:00:00.010001 | 0:00:00.055001 |\n", "| 6 | 0.1333 | 0:00:00.054004 | 0:00:00.009997 | 0:00:00.054004 |\n", "| 7 | 0.1111 | 0:00:00.056999 | 0:00:00.009999 | 0:00:00.056999 |\n", "| 8 | 0.0889 | 0:00:00.054002 | 0:00:00.009001 | 0:00:00.054002 |\n", "| 9 | 0.1111 | 0:00:00.053998 | 0:00:00.009999 | 0:00:00.053998 |\n", "| 10 | 0.1111 | 0:00:00.054000 | 0:00:00.010002 | 0:00:00.054000 |\n", "| 11 | 0.1111 | 0:00:00.065000 | 0:00:00.011000 | 0:00:00.065000 |\n", "| 12 | 0.0889 | 0:00:00.055002 | 0:00:00.009999 | 0:00:00.055002 |\n", "| 13 | 0.0889 | 0:00:00.052999 | 0:00:00.011000 | 0:00:00.052999 |\n", "| 14 | 0.0889 | 0:00:00.055001 | 0:00:00.009998 | 0:00:00.055001 |\n", "| 15 | 0.0889 | 0:00:00.054003 | 0:00:00.011002 | 0:00:00.054003 |\n", "| Average | 0.1156 | 0:00:00.055267 | 0:00:00.009933 | 0:00:00.032600 |\n", "| Std Dev. | 0.0232 | 0.0027679605413364044 | 0.0008541770798250112 | 0.022759284250719172 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.8056 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8611 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.8333 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8611 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.8611 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.8611 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.8611 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.8611 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.8611 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.8611 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.8333 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.8333 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.8333 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.8333 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.8463 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0172 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.7709 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8333 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.8333 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8333 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.8596 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.8596 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.8596 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.8596 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.8596 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.8596 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.8036 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.8036 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.8036 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.8036 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.8317 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0277 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.8056 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8611 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.8333 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8611 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.8611 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.8611 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.8611 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.8611 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.8611 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.8611 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.8333 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.8333 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.8333 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.8333 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.8463 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0172 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7308 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.7115 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8115 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.7308 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8115 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.7808 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.7808 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.7808 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.7808 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.7808 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.7808 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.7615 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.7615 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.7615 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.7615 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.7685 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0269 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.8056 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8611 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.8333 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8611 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.8611 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.8611 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.8611 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.8611 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.8611 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.8611 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.8333 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.8333 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.8333 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.8333 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.8463 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0172 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7589 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.7305 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8213 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.7589 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8213 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.8075 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.8075 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.8075 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.8075 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.8075 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.8075 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.7778 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.7778 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.7778 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.7778 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.7898 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0256 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.8056 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8611 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.8333 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8611 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.8611 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.8611 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.8611 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.8611 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.8611 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.8611 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.8333 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.8333 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.8333 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.8333 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.8463 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0172 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7308 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.7115 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.8115 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.7308 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.8115 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.7808 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.7808 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.7808 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.7808 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.7808 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.7808 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.7615 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.7615 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.7615 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.7615 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.7685 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0269 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5556 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.496 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.6278 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.5556 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.6278 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.6254 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.6254 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.6254 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.6254 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.6254 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.6254 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.5611 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.5611 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.5611 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.5611 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.5906 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0407 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1667 | 0:00:00.034998 | 0:00:00.011035 | 0:00:00.034998 |\n", "| 2 | 0.1944 | 0:00:00.040966 | 0:00:00.007999 | 0:00:00.040966 |\n", "| 3 | 0.1389 | 0:00:00.037001 | 0:00:00.007999 | 0:00:00.037001 |\n", "| 4 | 0.1667 | 0:00:00.036000 | 0:00:00.010000 | 0:00:00.036000 |\n", "| 5 | 0.1389 | 0:00:00.044999 | 0:00:00.008003 | 0:00:00.044999 |\n", "| 6 | 0.1389 | 0:00:00.034998 | 0:00:00.008000 | 0:00:00.034998 |\n", "| 7 | 0.1389 | 0:00:00.039004 | 0:00:00.008995 | 0:00:00.039004 |\n", "| 8 | 0.1389 | 0:00:00.036000 | 0:00:00.008001 | 0:00:00.036000 |\n", "| 9 | 0.1389 | 0:00:00.036000 | 0:00:00.009001 | 0:00:00.036000 |\n", "| 10 | 0.1389 | 0:00:00.036999 | 0:00:00.008000 | 0:00:00.036999 |\n", "| 11 | 0.1389 | 0:00:00.036999 | 0:00:00.009001 | 0:00:00.036999 |\n", "| 12 | 0.1667 | 0:00:00.036999 | 0:00:00.009002 | 0:00:00.036999 |\n", "| 13 | 0.1667 | 0:00:00.038000 | 0:00:00.008003 | 0:00:00.038000 |\n", "| 14 | 0.1667 | 0:00:00.036000 | 0:00:00.008996 | 0:00:00.036000 |\n", "| 15 | 0.1667 | 0:00:00.035002 | 0:00:00.009000 | 0:00:00.035002 |\n", "| Average | 0.1537 | 0:00:00.037331 | 0:00:00.008736 | 0:00:00.023033 |\n", "| Std Dev. | 0.0172 | 0.002570226915149171 | 0.0008595118297557198 | 0.01442557074231588 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.7931 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.8276 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.7931 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.7931 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.7931 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.8276 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.8276 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.8621 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.7931 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.7931 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.7931 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.7931 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.7931 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.7931 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.8069 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0211 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9038 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.775 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.8167 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.775 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.775 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.775 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.8167 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.8167 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.8514 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.775 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.775 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.775 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.775 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.775 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.775 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.797 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0369 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.7931 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.8276 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.7931 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.7931 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.7931 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.8276 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.8276 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.8621 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.7931 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.7931 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.7931 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.7931 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.7931 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.7931 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.8069 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0211 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.6875 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.6637 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.7262 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.6637 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.6637 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.6637 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.7262 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.7262 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.7887 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.6637 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.6637 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.6637 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.6637 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.6637 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.6637 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.6861 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0369 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.7931 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.8276 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.7931 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.7931 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.7931 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.8276 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.8276 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.8621 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.7931 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.7931 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.7931 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.7931 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.7931 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.7931 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.8069 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0211 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7195 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.6848 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.7521 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.6848 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.6848 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.6848 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.7521 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.7521 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.8117 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.6848 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.6848 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.6848 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.6848 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.6848 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.6848 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.709 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0384 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8276 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.7931 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.8276 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.7931 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.7931 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.7931 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.8276 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.8276 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.8621 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.7931 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.7931 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.7931 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.7931 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.7931 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.7931 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.8069 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0211 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.6875 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.6637 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.7262 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.6637 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.6637 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.6637 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.7262 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.7262 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.7887 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.6637 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.6637 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.6637 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.6637 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.6637 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.6637 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.6861 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0369 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5474 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.4537 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.5379 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.4537 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.4537 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.4537 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.5379 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.5379 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.6243 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.4537 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.4537 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.4537 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.4537 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.4537 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.4537 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.4881 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0525 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.1724 | 0:00:00.023000 | 0:00:00.006001 | 0:00:00.023000 |\n", "| 2 | 0.2069 | 0:00:00.023001 | 0:00:00.006001 | 0:00:00.023001 |\n", "| 3 | 0.1724 | 0:00:00.025000 | 0:00:00.006000 | 0:00:00.025000 |\n", "| 4 | 0.2069 | 0:00:00.023998 | 0:00:00.007003 | 0:00:00.023998 |\n", "| 5 | 0.2069 | 0:00:00.023997 | 0:00:00.006006 | 0:00:00.023997 |\n", "| 6 | 0.2069 | 0:00:00.023994 | 0:00:00.006001 | 0:00:00.023994 |\n", "| 7 | 0.1724 | 0:00:00.024999 | 0:00:00.007000 | 0:00:00.024999 |\n", "| 8 | 0.1724 | 0:00:00.027002 | 0:00:00.007033 | 0:00:00.027002 |\n", "| 9 | 0.1379 | 0:00:00.022967 | 0:00:00.007000 | 0:00:00.022967 |\n", "| 10 | 0.2069 | 0:00:00.022999 | 0:00:00.005999 | 0:00:00.022999 |\n", "| 11 | 0.2069 | 0:00:00.027002 | 0:00:00.007000 | 0:00:00.027002 |\n", "| 12 | 0.2069 | 0:00:00.022999 | 0:00:00.006997 | 0:00:00.022999 |\n", "| 13 | 0.2069 | 0:00:00.023001 | 0:00:00.006004 | 0:00:00.023001 |\n", "| 14 | 0.2069 | 0:00:00.029997 | 0:00:00.007000 | 0:00:00.029997 |\n", "| 15 | 0.2069 | 0:00:00.031998 | 0:00:00.007000 | 0:00:00.031998 |\n", "| Average | 0.1931 | 0:00:00.025064 | 0:00:00.006536 | 0:00:00.015800 |\n", "| Std Dev. | 0.0211 | 0.0026962602848899448 | 0.0005002618656482597 | 0.009464428665807895 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8636 | 0.0629 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8861 | 0.0444 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8679 | 0.0529 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8747 | 0.0562 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8792 | 0.0545 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8905 | 0.0434 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.895 | 0.0441 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8974 | 0.0347 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.88 | 0.0504 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.88 | 0.0504 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8789 | 0.0555 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8818 | 0.0583 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8818 | 0.0583 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8818 | 0.0583 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8805 | 0.0511 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0091 | 0.0075 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8863 | 0.0381 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8592 | 0.0754 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8877 | 0.0532 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8729 | 0.061 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8769 | 0.0646 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8846 | 0.0626 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8956 | 0.0496 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.9014 | 0.0543 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.9055 | 0.0431 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.8845 | 0.0613 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.8845 | 0.0613 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8761 | 0.0714 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8782 | 0.0734 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8782 | 0.0734 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8782 | 0.0734 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8833 | 0.0611 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0112 | 0.0112 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8636 | 0.0629 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8861 | 0.0444 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8679 | 0.0529 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8747 | 0.0562 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8792 | 0.0545 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8905 | 0.0434 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.895 | 0.0441 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8974 | 0.0347 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.88 | 0.0504 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.88 | 0.0504 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8789 | 0.0555 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8818 | 0.0583 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8818 | 0.0583 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8818 | 0.0583 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8805 | 0.0511 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0091 | 0.0075 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8124 | 0.0906 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8092 | 0.1073 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8455 | 0.0748 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8108 | 0.0997 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8278 | 0.096 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8269 | 0.0981 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8446 | 0.0794 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.8477 | 0.0794 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8549 | 0.0603 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.8271 | 0.0946 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.8271 | 0.0946 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8286 | 0.0998 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8324 | 0.1032 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8324 | 0.1032 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8324 | 0.1032 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8307 | 0.0923 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.013 | 0.0127 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8636 | 0.0629 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8861 | 0.0444 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8679 | 0.0529 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8747 | 0.0562 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8792 | 0.0545 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8905 | 0.0434 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.895 | 0.0441 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8974 | 0.0347 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.88 | 0.0504 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.88 | 0.0504 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8789 | 0.0555 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8818 | 0.0583 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8818 | 0.0583 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8818 | 0.0583 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8805 | 0.0511 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0091 | 0.0075 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8278 | 0.0791 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8221 | 0.1014 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8581 | 0.0685 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8259 | 0.0923 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8393 | 0.091 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8419 | 0.0919 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8605 | 0.0709 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.8652 | 0.0727 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8721 | 0.0545 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.8429 | 0.0893 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.8429 | 0.0893 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.842 | 0.0952 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8452 | 0.0981 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8452 | 0.0981 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8452 | 0.0981 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8451 | 0.086 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0137 | 0.0132 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8691 | 0.0424 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8636 | 0.0629 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8861 | 0.0444 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8679 | 0.0529 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8747 | 0.0562 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8792 | 0.0545 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8905 | 0.0434 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.895 | 0.0441 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8974 | 0.0347 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.88 | 0.0504 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.88 | 0.0504 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8789 | 0.0555 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8818 | 0.0583 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8818 | 0.0583 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8818 | 0.0583 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8805 | 0.0511 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0091 | 0.0075 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8124 | 0.0906 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.8092 | 0.1073 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.8455 | 0.0748 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.8108 | 0.0997 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.8278 | 0.096 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.8269 | 0.0981 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.8446 | 0.0794 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.8477 | 0.0794 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.8549 | 0.0603 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.8271 | 0.0946 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.8271 | 0.0946 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.8286 | 0.0998 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.8324 | 0.1032 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.8324 | 0.1032 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.8324 | 0.1032 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.8307 | 0.0923 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.013 | 0.0127 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.708 | 0.1353 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.6946 | 0.1844 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.7476 | 0.1394 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.7048 | 0.1689 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.7247 | 0.1635 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.7303 | 0.1665 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.7532 | 0.1434 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.7624 | 0.1506 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.7735 | 0.1227 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.73 | 0.1648 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.73 | 0.1648 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.7232 | 0.1796 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.728 | 0.1837 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.728 | 0.1837 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.728 | 0.1837 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.7311 | 0.1623 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0204 | 0.0192 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1309 | 0.0424 | 0:00:00.065592 | 0:00:00.010607 | 0:00:00.076199 |\n", "| 2 | 0.1364 | 0.0629 | 0:00:00.070194 | 0:00:00.009600 | 0:00:00.079794 |\n", "| 3 | 0.1139 | 0.0444 | 0:00:00.067800 | 0:00:00.010407 | 0:00:00.078207 |\n", "| 4 | 0.1321 | 0.0529 | 0:00:00.067192 | 0:00:00.010608 | 0:00:00.077800 |\n", "| 5 | 0.1253 | 0.0562 | 0:00:00.068992 | 0:00:00.010402 | 0:00:00.079394 |\n", "| 6 | 0.1208 | 0.0545 | 0:00:00.066798 | 0:00:00.010800 | 0:00:00.077598 |\n", "| 7 | 0.1095 | 0.0434 | 0:00:00.074603 | 0:00:00.010998 | 0:00:00.085600 |\n", "| 8 | 0.105 | 0.0441 | 0:00:00.068000 | 0:00:00.010608 | 0:00:00.078608 |\n", "| 9 | 0.1026 | 0.0347 | 0:00:00.067193 | 0:00:00.010600 | 0:00:00.077794 |\n", "| 10 | 0.12 | 0.0504 | 0:00:00.074199 | 0:00:00.010601 | 0:00:00.084799 |\n", "| 11 | 0.12 | 0.0504 | 0:00:00.070000 | 0:00:00.011400 | 0:00:00.081400 |\n", "| 12 | 0.1211 | 0.0555 | 0:00:00.070201 | 0:00:00.011000 | 0:00:00.081201 |\n", "| 13 | 0.1182 | 0.0583 | 0:00:00.065599 | 0:00:00.010801 | 0:00:00.076400 |\n", "| 14 | 0.1182 | 0.0583 | 0:00:00.067600 | 0:00:00.010999 | 0:00:00.078599 |\n", "| 15 | 0.1182 | 0.0583 | 0:00:00.070201 | 0:00:00.011609 | 0:00:00.081810 |\n", "| Average | 0.1195 | 0.0511 | 0:00:00.068944 | 0:00:00.010736 | 0:00:00.079680 |\n", "| Std Dev. | 0.0091 | 0.0075 | 0.0026158505 | 0.0004482641 | 0.0027073443 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\iris-an-nn'\n", "150\n", "arr (150, 4)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 1.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 1.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 1.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 1.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 1.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 1.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 1.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 1.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 1.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 1.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 1.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 1.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 1.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 1.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 1.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 1.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 1 | 0.0 | 0:00:00.026999 | 0:00:00.009003 | 0:00:00.026999 |\n", "| 2 | 0.0 | 0:00:00.027998 | 0:00:00.008999 | 0:00:00.027998 |\n", "| 3 | 0.0 | 0:00:00.028001 | 0:00:00.009999 | 0:00:00.028001 |\n", "| 4 | 0.0 | 0:00:00.028000 | 0:00:00.009002 | 0:00:00.028000 |\n", "| 5 | 0.0 | 0:00:00.028998 | 0:00:00.009001 | 0:00:00.028998 |\n", "| 6 | 0.0 | 0:00:00.031002 | 0:00:00.008998 | 0:00:00.031002 |\n", "| 7 | 0.0 | 0:00:00.030999 | 0:00:00.010000 | 0:00:00.030999 |\n", "| 8 | 0.0 | 0:00:00.030008 | 0:00:00.009996 | 0:00:00.030008 |\n", "| 9 | 0.0 | 0:00:00.031999 | 0:00:00.010000 | 0:00:00.031999 |\n", "| 10 | 0.0 | 0:00:00.030000 | 0:00:00.010000 | 0:00:00.030000 |\n", "| 11 | 0.0 | 0:00:00.043999 | 0:00:00.013002 | 0:00:00.043999 |\n", "| 12 | 0.0 | 0:00:00.030996 | 0:00:00.009002 | 0:00:00.030996 |\n", "| 13 | 0.0 | 0:00:00.043000 | 0:00:00.017998 | 0:00:00.043000 |\n", "| 14 | 0.0 | 0:00:00.037002 | 0:00:00.010001 | 0:00:00.037002 |\n", "| 15 | 0.0 | 0:00:00.042010 | 0:00:00.011988 | 0:00:00.042010 |\n", "| Average | 0.0 | 0:00:00.032734 | 0:00:00.010466 | 0:00:00.021600 |\n", "| Std Dev. | 0.0 | 0.005627870555899143 | 0.002304637108794237 | 0.011935622427254313 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9167 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9167 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9167 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9167 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9167 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9167 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9167 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9167 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9167 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9167 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9167 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9167 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9167 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9167 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9167 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9167 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9394 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9394 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9394 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9394 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9394 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9394 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9394 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9394 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9394 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9394 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9394 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9394 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9394 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9394 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9394 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9394 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9167 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9167 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9167 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9167 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9167 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9167 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9167 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9167 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9167 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9167 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9167 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9167 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9167 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9167 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9167 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9167 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9048 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9048 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9048 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9048 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9048 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9048 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9048 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9048 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9048 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9048 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9048 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9048 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9048 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9048 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9048 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9048 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9167 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9167 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9167 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9167 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9167 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9167 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9167 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9167 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9167 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9167 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9167 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9167 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9167 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9167 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9167 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9167 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9111 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9111 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9111 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9111 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9111 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9111 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9111 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9111 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9111 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9111 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9111 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9111 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9111 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9111 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9111 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9111 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9167 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9167 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9167 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9167 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9167 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9167 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9167 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9167 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9167 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9167 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9167 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9167 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9167 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9167 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9167 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9167 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.9375 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.9375 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.9375 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.9375 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.9375 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.9375 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.9375 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.9375 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.9375 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.9375 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.9375 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.9375 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.9375 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.9375 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.9375 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.8681 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.8681 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.8681 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.8681 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.8681 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.8681 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.8681 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.8681 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.8681 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.8681 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.8681 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.8681 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.8681 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.8681 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.8681 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.8681 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.0833 | 0:00:00.026999 | 0:00:00.011000 | 0:00:00.026999 |\n", "| 2 | 0.0833 | 0:00:00.028000 | 0:00:00.007999 | 0:00:00.028000 |\n", "| 3 | 0.0833 | 0:00:00.020998 | 0:00:00.008002 | 0:00:00.020998 |\n", "| 4 | 0.0833 | 0:00:00.035999 | 0:00:00.008000 | 0:00:00.035999 |\n", "| 5 | 0.0833 | 0:00:00.030001 | 0:00:00.012999 | 0:00:00.030001 |\n", "| 6 | 0.0833 | 0:00:00.032999 | 0:00:00.010005 | 0:00:00.032999 |\n", "| 7 | 0.0833 | 0:00:00.022997 | 0:00:00.009001 | 0:00:00.022997 |\n", "| 8 | 0.0833 | 0:00:00.022000 | 0:00:00.009001 | 0:00:00.022000 |\n", "| 9 | 0.0833 | 0:00:00.021998 | 0:00:00.007999 | 0:00:00.021998 |\n", "| 10 | 0.0833 | 0:00:00.023000 | 0:00:00.008000 | 0:00:00.023000 |\n", "| 11 | 0.0833 | 0:00:00.023004 | 0:00:00.016995 | 0:00:00.023004 |\n", "| 12 | 0.0833 | 0:00:00.028002 | 0:00:00.010000 | 0:00:00.028002 |\n", "| 13 | 0.0833 | 0:00:00.022999 | 0:00:00.009002 | 0:00:00.022999 |\n", "| 14 | 0.0833 | 0:00:00.021999 | 0:00:00.007999 | 0:00:00.021999 |\n", "| 15 | 0.0833 | 0:00:00.022999 | 0:00:00.011002 | 0:00:00.022999 |\n", "| Average | 0.0833 | 0:00:00.025600 | 0:00:00.009800 | 0:00:00.017700 |\n", "| Std Dev. | 0.0 | 0.004394012794279134 | 0.002399055890408099 | 0.008656514895540724 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.95 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.95 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.95 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.95 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.95 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.95 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.95 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.95 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.95 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.95 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.95 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9533 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0125 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9722 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.9722 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.9722 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.9722 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.9722 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.9722 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.9722 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.9722 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.9722 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.9722 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.9722 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.9722 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.9722 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.9722 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9741 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0069 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.95 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.95 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.95 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.95 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.95 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.95 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.95 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.95 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.95 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.95 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.95 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9533 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0125 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9333 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.9333 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.9333 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.9333 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.9333 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.9333 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.9333 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.9333 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.9333 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.9333 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.9333 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.9333 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.9333 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.9333 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9378 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0166 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.95 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.95 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.95 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.95 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.95 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.95 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.95 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.95 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.95 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.95 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.95 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9533 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0125 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9485 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.9485 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.9485 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.9485 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.9485 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.9485 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.9485 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.9485 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.9485 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.9485 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.9485 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.9485 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.9485 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.9485 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9519 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0129 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.95 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.95 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.95 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.95 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.95 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.95 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.95 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.95 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.95 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.95 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.95 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.95 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.95 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9533 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0125 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9625 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.9625 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.9625 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.9625 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.9625 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.9625 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.9625 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.9625 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.9625 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.9625 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.9625 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.9625 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.9625 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.9625 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.965 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0094 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 1 | 0.9192 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.9192 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.9192 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.9192 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.9192 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.9192 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.9192 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.9192 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.9192 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.9192 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.9192 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.9192 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.9192 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.9192 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 1.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.9246 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0202 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 1 | 0.05 | 0:00:00.015996 | 0:00:00.005999 | 0:00:00.015996 |\n", "| 2 | 0.05 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 3 | 0.05 | 0:00:00.013999 | 0:00:00.007001 | 0:00:00.013999 |\n", "| 4 | 0.05 | 0:00:00.015001 | 0:00:00.005998 | 0:00:00.015001 |\n", "| 5 | 0.05 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 6 | 0.05 | 0:00:00.014000 | 0:00:00.006000 | 0:00:00.014000 |\n", "| 7 | 0.05 | 0:00:00.013999 | 0:00:00.006999 | 0:00:00.013999 |\n", "| 8 | 0.05 | 0:00:00.014002 | 0:00:00.006000 | 0:00:00.014002 |\n", "| 9 | 0.05 | 0:00:00.018000 | 0:00:00.006001 | 0:00:00.018000 |\n", "| 10 | 0.05 | 0:00:00.014997 | 0:00:00.006000 | 0:00:00.014997 |\n", "| 11 | 0.05 | 0:00:00.015001 | 0:00:00.007000 | 0:00:00.015001 |\n", "| 12 | 0.05 | 0:00:00.013000 | 0:00:00.005999 | 0:00:00.013000 |\n", "| 13 | 0.05 | 0:00:00.012000 | 0:00:00.007002 | 0:00:00.012000 |\n", "| 14 | 0.05 | 0:00:00.011000 | 0:00:00.006996 | 0:00:00.011000 |\n", "| 15 | 0.0 | 0:00:00.011000 | 0:00:00.007000 | 0:00:00.011000 |\n", "| Average | 0.0467 | 0:00:00.014400 | 0:00:00.006533 | 0:00:00.010466 |\n", "| Std Dev. | 0.0125 | 0.002153843986306605 | 0.000499063404070157 | 0.004232683645935557 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9375 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9375 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9375 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9375 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9375 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9375 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9375 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9375 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9375 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9375 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9375 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9375 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9375 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9417 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0156 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9524 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9524 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9524 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9524 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9524 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9524 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9524 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9524 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9524 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9524 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9524 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9524 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9524 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9524 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9556 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0119 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9375 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9375 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9375 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9375 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9375 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9375 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9375 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9375 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9375 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9375 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9375 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9375 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9375 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9417 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0156 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9444 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9444 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9444 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9444 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9444 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9444 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9444 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9444 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9444 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9444 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9444 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9444 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9444 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9444 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9481 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0139 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9375 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9375 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9375 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9375 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9375 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9375 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9375 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9375 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9375 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9375 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9375 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9375 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9375 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9417 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0156 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9441 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9441 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9441 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9441 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9441 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9441 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9441 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9441 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9441 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9441 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9441 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9441 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9441 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9441 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9478 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.014 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9375 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9375 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9375 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9375 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9375 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9375 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9375 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9375 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9375 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9375 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9375 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9375 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9375 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9375 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9417 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0156 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9531 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.9531 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.9531 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.9531 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.9531 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.9531 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.9531 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.9531 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.9531 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.9531 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.9531 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.9531 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.9531 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.9531 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9562 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0117 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8997 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.8997 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.8997 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.8997 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.8997 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.8997 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.8997 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 1.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.8997 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.8997 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.8997 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.8997 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.8997 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.8997 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.8997 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.9064 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.025 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.0625 | 0:00:00.008997 | 0:00:00.005001 | 0:00:00.008997 |\n", "| 2 | 0.0625 | 0:00:00.009999 | 0:00:00.005001 | 0:00:00.009999 |\n", "| 3 | 0.0625 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 4 | 0.0625 | 0:00:00.012007 | 0:00:00.003994 | 0:00:00.012007 |\n", "| 5 | 0.0625 | 0:00:00.010000 | 0:00:00.005001 | 0:00:00.010000 |\n", "| 6 | 0.0625 | 0:00:00.009998 | 0:00:00.008999 | 0:00:00.009998 |\n", "| 7 | 0.0625 | 0:00:00.012001 | 0:00:00.005000 | 0:00:00.012001 |\n", "| 8 | 0.0 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 9 | 0.0625 | 0:00:00.008999 | 0:00:00.005001 | 0:00:00.008999 |\n", "| 10 | 0.0625 | 0:00:00.009000 | 0:00:00.005002 | 0:00:00.009000 |\n", "| 11 | 0.0625 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| 12 | 0.0625 | 0:00:00.009001 | 0:00:00.006000 | 0:00:00.009001 |\n", "| 13 | 0.0625 | 0:00:00.010000 | 0:00:00.004998 | 0:00:00.010000 |\n", "| 14 | 0.0625 | 0:00:00.008002 | 0:00:00.005999 | 0:00:00.008002 |\n", "| 15 | 0.0625 | 0:00:00.007999 | 0:00:00.005001 | 0:00:00.007999 |\n", "| Average | 0.0583 | 0:00:00.009533 | 0:00:00.005333 | 0:00:00.007433 |\n", "| Std Dev. | 0.0156 | 0.0012049442588501656 | 0.0010751621347617408 | 0.002390535803393278 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 1.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 1.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 1.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 1.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 1.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 1.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 1.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 1.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 1.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 1.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 1.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 1.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 1.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 1.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.0 | 0:00:00.007998 | 0:00:00.004000 | 0:00:00.007998 |\n", "| 2 | 0.0 | 0:00:00.009001 | 0:00:00.004000 | 0:00:00.009001 |\n", "| 3 | 0.0 | 0:00:00.008000 | 0:00:00.003999 | 0:00:00.008000 |\n", "| 4 | 0.0 | 0:00:00.010001 | 0:00:00.003999 | 0:00:00.010001 |\n", "| 5 | 0.0 | 0:00:00.008000 | 0:00:00.003001 | 0:00:00.008000 |\n", "| 6 | 0.0 | 0:00:00.007000 | 0:00:00.003999 | 0:00:00.007000 |\n", "| 7 | 0.0 | 0:00:00.005999 | 0:00:00.004001 | 0:00:00.005999 |\n", "| 8 | 0.0 | 0:00:00.005998 | 0:00:00.004002 | 0:00:00.005998 |\n", "| 9 | 0.0 | 0:00:00.006000 | 0:00:00.004000 | 0:00:00.006000 |\n", "| 10 | 0.0 | 0:00:00.004999 | 0:00:00.004000 | 0:00:00.004999 |\n", "| 11 | 0.0 | 0:00:00.005999 | 0:00:00.004000 | 0:00:00.005999 |\n", "| 12 | 0.0 | 0:00:00.006001 | 0:00:00.002998 | 0:00:00.006001 |\n", "| 13 | 0.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 14 | 0.0 | 0:00:00.006000 | 0:00:00.004001 | 0:00:00.006000 |\n", "| 15 | 0.0 | 0:00:00.009003 | 0:00:00.004000 | 0:00:00.009003 |\n", "| Average | 0.0 | 0:00:00.007067 | 0:00:00.003867 | 0:00:00.005467 |\n", "| Std Dev. | 0.0 | 0.0014367616166142308 | 0.0003401726097049259 | 0.0019104003751525482 |\n", "+----------+-----+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9733 | 0.0343 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9708 | 0.0363 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9623 | 0.0339 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0039 | 0.0007 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9728 | 0.0245 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9728 | 0.0245 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9728 | 0.0245 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9728 | 0.0245 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9728 | 0.0245 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9728 | 0.0245 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9728 | 0.0245 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9823 | 0.024 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9728 | 0.0245 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9728 | 0.0245 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9728 | 0.0245 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9728 | 0.0245 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9728 | 0.0245 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9728 | 0.0245 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9784 | 0.0268 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9738 | 0.0247 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0027 | 0.0006 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9733 | 0.0343 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9708 | 0.0363 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9623 | 0.0339 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0039 | 0.0007 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9565 | 0.0378 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9565 | 0.0378 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9565 | 0.0378 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9565 | 0.0378 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9565 | 0.0378 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9565 | 0.0378 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9565 | 0.0378 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9676 | 0.0407 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9565 | 0.0378 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9565 | 0.0378 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9565 | 0.0378 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9565 | 0.0378 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9565 | 0.0378 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9565 | 0.0378 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9698 | 0.039 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9581 | 0.0381 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0042 | 0.0008 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9733 | 0.0343 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9708 | 0.0363 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9623 | 0.0339 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0039 | 0.0007 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9607 | 0.0346 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9607 | 0.0346 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9607 | 0.0346 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9607 | 0.0346 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9607 | 0.0346 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9607 | 0.0346 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9607 | 0.0346 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9719 | 0.0364 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9607 | 0.0346 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9607 | 0.0346 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9607 | 0.0346 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9607 | 0.0346 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9607 | 0.0346 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9607 | 0.0346 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.971 | 0.037 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9622 | 0.0348 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0037 | 0.0007 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9608 | 0.0337 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9608 | 0.0337 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9608 | 0.0337 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9608 | 0.0337 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9608 | 0.0337 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9608 | 0.0337 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9733 | 0.0343 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9608 | 0.0337 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9608 | 0.0337 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9608 | 0.0337 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9608 | 0.0337 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9608 | 0.0337 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9608 | 0.0337 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9708 | 0.0363 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9623 | 0.0339 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0039 | 0.0007 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9706 | 0.0253 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9706 | 0.0253 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9706 | 0.0253 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9706 | 0.0253 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9706 | 0.0253 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9706 | 0.0253 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9706 | 0.0253 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.98 | 0.0257 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9706 | 0.0253 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9706 | 0.0253 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9706 | 0.0253 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9706 | 0.0253 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9706 | 0.0253 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9706 | 0.0253 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9781 | 0.0272 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9718 | 0.0254 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0029 | 0.0005 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9374 | 0.0537 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.9374 | 0.0537 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.9374 | 0.0537 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.9374 | 0.0537 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.9374 | 0.0537 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.9374 | 0.0537 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.9374 | 0.0537 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.9574 | 0.0546 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.9374 | 0.0537 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.9374 | 0.0537 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.9374 | 0.0537 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.9374 | 0.0537 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.9374 | 0.0537 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.9374 | 0.0537 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.9536 | 0.0578 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.9398 | 0.054 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0062 | 0.001 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.0392 | 0.0337 | 0:00:00.017398 | 0:00:00.007001 | 0:00:00.024398 |\n", "| 2 | 0.0392 | 0.0337 | 0:00:00.018800 | 0:00:00.006600 | 0:00:00.025400 |\n", "| 3 | 0.0392 | 0.0337 | 0:00:00.016000 | 0:00:00.006800 | 0:00:00.022800 |\n", "| 4 | 0.0392 | 0.0337 | 0:00:00.020202 | 0:00:00.006199 | 0:00:00.026400 |\n", "| 5 | 0.0392 | 0.0337 | 0:00:00.018400 | 0:00:00.007400 | 0:00:00.025800 |\n", "| 6 | 0.0392 | 0.0337 | 0:00:00.019000 | 0:00:00.007600 | 0:00:00.026600 |\n", "| 7 | 0.0392 | 0.0337 | 0:00:00.017199 | 0:00:00.007000 | 0:00:00.024199 |\n", "| 8 | 0.0267 | 0.0343 | 0:00:00.016402 | 0:00:00.006800 | 0:00:00.023201 |\n", "| 9 | 0.0392 | 0.0337 | 0:00:00.017399 | 0:00:00.006600 | 0:00:00.024000 |\n", "| 10 | 0.0392 | 0.0337 | 0:00:00.016399 | 0:00:00.006600 | 0:00:00.023000 |\n", "| 11 | 0.0392 | 0.0337 | 0:00:00.019200 | 0:00:00.009200 | 0:00:00.028400 |\n", "| 12 | 0.0392 | 0.0337 | 0:00:00.017400 | 0:00:00.006800 | 0:00:00.024200 |\n", "| 13 | 0.0392 | 0.0337 | 0:00:00.018800 | 0:00:00.008600 | 0:00:00.027400 |\n", "| 14 | 0.0392 | 0.0337 | 0:00:00.016801 | 0:00:00.006999 | 0:00:00.023800 |\n", "| 15 | 0.0292 | 0.0363 | 0:00:00.018602 | 0:00:00.007798 | 0:00:00.026400 |\n", "| Average | 0.0377 | 0.0339 | 0:00:00.017867 | 0:00:00.007200 | 0:00:00.025067 |\n", "| Std Dev. | 0.0039 | 0.0007 | 0.001186208 | 0.0007831507 | 0.0016471962 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\Segment-an-nn'\n", "210\n", "arr (210, 19)\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.7857 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8095 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8095 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.7857 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.7857 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.7857 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8571 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8571 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.8333 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.8333 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8095 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8095 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8095 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8095 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8143 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0233 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8556 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.8116 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8259 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8259 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.8116 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.8116 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.8116 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8793 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8793 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.869 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.869 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8611 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8611 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8611 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8611 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8463 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0256 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.7857 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8095 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8095 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.7857 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.7857 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.7857 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8571 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8571 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.8333 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.8333 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8095 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8095 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8095 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8095 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8143 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0233 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8524 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.8082 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8201 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8201 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.7997 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.7997 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.7997 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8759 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8759 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.8554 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.8554 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.835 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.835 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.835 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.835 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8335 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.025 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.7857 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8095 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8095 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.7857 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.7857 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.7857 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8571 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8571 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.8333 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.8333 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8095 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8095 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8095 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8095 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8143 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0233 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8429 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.8012 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8167 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8167 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.7974 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.7974 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.7974 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8725 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8725 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.8511 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.8511 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8275 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8275 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8275 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8275 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8285 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0246 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8333 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.7857 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8095 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8095 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.7857 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.7857 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.7857 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.8571 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.8571 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.8333 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.8333 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8095 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8095 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8095 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8095 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8143 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0233 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.9028 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.875 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.8889 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.8889 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.875 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.875 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.875 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.9167 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.9167 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.9028 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.9028 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.8889 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.8889 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.8889 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.8889 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.8917 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0136 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.7183 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.648 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.6825 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.6825 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.648 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.648 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.648 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.7551 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.7551 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.7183 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.7183 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.6825 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.6825 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.6825 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.6825 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.6901 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0349 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.3571 | 0:00:00.055002 | 0:00:00.030998 | 0:00:00.055002 |\n", "| 2 | 0.5238 | 0:00:00.055003 | 0:00:00.030998 | 0:00:00.055003 |\n", "| 3 | 0.4762 | 0:00:00.055001 | 0:00:00.039002 | 0:00:00.055001 |\n", "| 4 | 0.4762 | 0:00:00.054997 | 0:00:00.030000 | 0:00:00.054997 |\n", "| 5 | 0.5238 | 0:00:00.052000 | 0:00:00.032000 | 0:00:00.052000 |\n", "| 6 | 0.5238 | 0:00:00.053002 | 0:00:00.032999 | 0:00:00.053002 |\n", "| 7 | 0.5238 | 0:00:00.055001 | 0:00:00.031999 | 0:00:00.055001 |\n", "| 8 | 0.3571 | 0:00:00.054020 | 0:00:00.031978 | 0:00:00.054020 |\n", "| 9 | 0.3571 | 0:00:00.055002 | 0:00:00.033001 | 0:00:00.055002 |\n", "| 10 | 0.4048 | 0:00:00.053997 | 0:00:00.034001 | 0:00:00.053997 |\n", "| 11 | 0.4048 | 0:00:00.060001 | 0:00:00.034001 | 0:00:00.060001 |\n", "| 12 | 0.4524 | 0:00:00.058999 | 0:00:00.032998 | 0:00:00.058999 |\n", "| 13 | 0.4524 | 0:00:00.054001 | 0:00:00.033004 | 0:00:00.054001 |\n", "| 14 | 0.4524 | 0:00:00.054998 | 0:00:00.033001 | 0:00:00.054998 |\n", "| 15 | 0.4524 | 0:00:00.052999 | 0:00:00.033001 | 0:00:00.052999 |\n", "| Average | 0.4492 | 0:00:00.054935 | 0:00:00.032865 | 0:00:00.043900 |\n", "| Std Dev. | 0.0595 | 0.0020149208790530876 | 0.001963356641712641 | 0.011212621932714198 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9118 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.8824 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8235 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8235 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8235 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8235 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8235 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.8529 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.8529 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8235 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8235 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8235 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7941 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7941 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7941 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8314 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0312 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9071 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.8857 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8286 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8357 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8357 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8357 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8357 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.85 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.85 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7677 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7677 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7677 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8245 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0399 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9118 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.8824 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8235 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8235 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8235 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8235 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8235 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.8529 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.8529 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8235 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8235 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8235 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7941 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7941 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7941 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8314 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0312 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9235 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.9031 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8622 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8622 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8622 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8622 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8622 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.8827 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.8827 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8469 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8469 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8469 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7993 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7993 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7993 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8561 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0349 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9118 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.8824 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8235 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8235 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8235 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8235 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8235 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.8529 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.8529 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8235 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8235 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8235 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7941 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7941 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7941 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8314 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0312 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9048 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.8777 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8016 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.805 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.805 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.805 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.805 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.8391 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.8391 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8075 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8075 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8075 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7693 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7693 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7693 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8142 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0367 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9118 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.8824 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8235 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8235 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8235 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8235 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8235 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.8529 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.8529 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8235 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8235 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8235 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.7941 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.7941 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.7941 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.8314 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0312 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.9485 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.9314 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.8971 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.8971 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.8971 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.8971 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.8971 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.9142 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.9142 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.8971 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.8971 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.8971 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.8799 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.8799 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.8799 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.9016 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0182 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8439 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.7954 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.7034 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.7034 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.7034 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.7034 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.7034 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.7485 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.7485 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.7034 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.7034 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.7034 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.66 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.66 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.66 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.7162 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0486 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.2353 | 0:00:00.036999 | 0:00:00.021997 | 0:00:00.036999 |\n", "| 2 | 0.2941 | 0:00:00.035000 | 0:00:00.024002 | 0:00:00.035000 |\n", "| 3 | 0.3529 | 0:00:00.034999 | 0:00:00.023001 | 0:00:00.034999 |\n", "| 4 | 0.3824 | 0:00:00.035001 | 0:00:00.023998 | 0:00:00.035001 |\n", "| 5 | 0.3824 | 0:00:00.038000 | 0:00:00.027001 | 0:00:00.038000 |\n", "| 6 | 0.3824 | 0:00:00.034997 | 0:00:00.024001 | 0:00:00.034997 |\n", "| 7 | 0.3824 | 0:00:00.034003 | 0:00:00.023997 | 0:00:00.034003 |\n", "| 8 | 0.3235 | 0:00:00.035001 | 0:00:00.023999 | 0:00:00.035001 |\n", "| 9 | 0.3235 | 0:00:00.035000 | 0:00:00.024000 | 0:00:00.035000 |\n", "| 10 | 0.3824 | 0:00:00.034000 | 0:00:00.025004 | 0:00:00.034000 |\n", "| 11 | 0.3824 | 0:00:00.041997 | 0:00:00.025000 | 0:00:00.041997 |\n", "| 12 | 0.3824 | 0:00:00.036000 | 0:00:00.025999 | 0:00:00.036000 |\n", "| 13 | 0.4706 | 0:00:00.035003 | 0:00:00.024997 | 0:00:00.035003 |\n", "| 14 | 0.4706 | 0:00:00.035999 | 0:00:00.026001 | 0:00:00.035999 |\n", "| 15 | 0.4706 | 0:00:00.034999 | 0:00:00.030003 | 0:00:00.034999 |\n", "| Average | 0.3745 | 0:00:00.035800 | 0:00:00.024867 | 0:00:00.030333 |\n", "| Std Dev. | 0.0631 | 0.0019382695533037427 | 0.0018218558450477668 | 0.005781187869891762 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.7407 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7037 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7037 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7037 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7037 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7037 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7037 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7037 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.7037 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.7037 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.6667 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.7407 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.7778 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.7407 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.7136 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0252 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7524 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.7571 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7381 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.769 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.769 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.769 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.781 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7952 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7952 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.769 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.769 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.7537 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.8167 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.8214 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.8 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.7771 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0233 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.7407 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7037 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7037 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7037 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7037 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7037 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7037 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7037 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.7037 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.7037 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.6667 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.7407 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.7778 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.7407 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.7136 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0252 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7857 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.8143 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7857 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7857 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7857 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7857 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7857 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7857 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7857 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.7857 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.7857 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.7571 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.8095 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.8381 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.7905 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.7911 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0174 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.7407 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7037 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7037 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7037 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7037 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7037 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7037 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7037 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.7037 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.7037 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.6667 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.7407 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.7778 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.7407 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.7136 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0252 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7127 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.7351 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7018 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7069 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7069 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7069 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7052 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7161 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7161 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.7154 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.7154 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.6865 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.7447 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.777 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.7389 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.719 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0212 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7037 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.7407 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.7037 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7037 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7037 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7037 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7037 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.7037 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.7037 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.7037 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.7037 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.6667 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.7407 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.7778 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.7407 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.7136 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0252 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8272 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.8488 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.8272 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.8272 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.8272 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.8272 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.8272 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.8272 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.8272 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.8272 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.8272 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.8056 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.8488 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.8704 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.8488 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.8329 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0147 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5375 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.5857 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.5375 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.5375 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.5375 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.5375 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.5375 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.5375 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.5375 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.5375 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.5375 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.4921 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.5857 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.6367 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.5857 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.5507 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0329 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.5926 | 0:00:00.025000 | 0:00:00.019001 | 0:00:00.025000 |\n", "| 2 | 0.5185 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 3 | 0.6667 | 0:00:00.022999 | 0:00:00.019001 | 0:00:00.022999 |\n", "| 4 | 0.7407 | 0:00:00.024000 | 0:00:00.019000 | 0:00:00.024000 |\n", "| 5 | 0.7407 | 0:00:00.025000 | 0:00:00.018998 | 0:00:00.025000 |\n", "| 6 | 0.7407 | 0:00:00.024000 | 0:00:00.020001 | 0:00:00.024000 |\n", "| 7 | 0.7407 | 0:00:00.027002 | 0:00:00.019000 | 0:00:00.027002 |\n", "| 8 | 0.6667 | 0:00:00.023998 | 0:00:00.020001 | 0:00:00.023998 |\n", "| 9 | 0.6667 | 0:00:00.022998 | 0:00:00.020002 | 0:00:00.022998 |\n", "| 10 | 0.6667 | 0:00:00.023998 | 0:00:00.021003 | 0:00:00.023998 |\n", "| 11 | 0.6667 | 0:00:00.023998 | 0:00:00.020003 | 0:00:00.023998 |\n", "| 12 | 0.7407 | 0:00:00.021995 | 0:00:00.020002 | 0:00:00.021995 |\n", "| 13 | 0.6296 | 0:00:00.025003 | 0:00:00.026998 | 0:00:00.025003 |\n", "| 14 | 0.4815 | 0:00:00.031001 | 0:00:00.029999 | 0:00:00.031001 |\n", "| 15 | 0.6296 | 0:00:00.025000 | 0:00:00.023000 | 0:00:00.025000 |\n", "| Average | 0.6593 | 0:00:00.024600 | 0:00:00.021001 | 0:00:00.022800 |\n", "| Std Dev. | 0.0779 | 0.0020602062286954005 | 0.0031616013988731303 | 0.003218409242914659 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7273 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.7727 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.7273 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.7727 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7273 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7273 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.6818 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.6818 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.6818 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.6364 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7727 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7727 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7727 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.7273 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0407 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+----------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7262 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.7357 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.6643 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.7619 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7262 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7262 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.5765 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.5765 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.5765 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.5765 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.6881 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.669 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7143 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7143 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7143 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.6764 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0647 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+-----------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7273 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.7727 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.7273 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.7727 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7273 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7273 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.6818 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.6818 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.6818 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.6364 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7727 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7727 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7727 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.7273 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0407 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+-----------------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7143 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.75 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.7143 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.75 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7143 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7143 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.6786 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.6786 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.6786 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.65 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.7214 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.6857 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7214 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7214 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7214 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.7076 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0269 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7273 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.7727 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.7273 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.7727 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7273 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7273 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.6818 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.6818 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.6818 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.6364 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7727 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7727 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7727 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.7273 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0407 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+--------------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.6592 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.7075 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.6599 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.7 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.6592 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.6592 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.5941 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.5941 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.5941 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.5782 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.678 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.6671 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7127 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7127 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7127 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.6592 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0464 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+-----------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7273 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.7727 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.7273 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.7727 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7273 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7273 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.6818 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.6818 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.6818 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.6364 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.7273 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.7727 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.7727 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.7727 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.7273 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0407 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+-----------------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.8409 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.8674 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.8409 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.8674 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.8409 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.8409 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.8144 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.8144 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.8144 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.7879 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.8409 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.8409 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.8674 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.8674 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.8674 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.8409 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0237 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.5679 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.6296 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.5679 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.6296 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.5679 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.5679 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.5103 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.5103 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.5103 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 0.4569 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.5679 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.5679 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.6296 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.6296 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.6296 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.5695 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.0524 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+-----------------------+-----------------------+----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "| 1 | 0.7273 | 0:00:00.019000 | 0:00:00.016000 | 0:00:00.019000 |\n", "| 2 | 0.6364 | 0:00:00.020000 | 0:00:00.016000 | 0:00:00.020000 |\n", "| 3 | 0.6364 | 0:00:00.019001 | 0:00:00.026000 | 0:00:00.019001 |\n", "| 4 | 0.6364 | 0:00:00.018000 | 0:00:00.019002 | 0:00:00.018000 |\n", "| 5 | 0.7273 | 0:00:00.022031 | 0:00:00.015968 | 0:00:00.022031 |\n", "| 6 | 0.7273 | 0:00:00.018000 | 0:00:00.017000 | 0:00:00.018000 |\n", "| 7 | 0.8182 | 0:00:00.018998 | 0:00:00.019001 | 0:00:00.018998 |\n", "| 8 | 0.8182 | 0:00:00.020003 | 0:00:00.016999 | 0:00:00.020003 |\n", "| 9 | 0.8182 | 0:00:00.018001 | 0:00:00.017998 | 0:00:00.018001 |\n", "| 10 | 1.0 | 0:00:00.018003 | 0:00:00.016995 | 0:00:00.018003 |\n", "| 11 | 0.8182 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 12 | 0.8182 | 0:00:00.018001 | 0:00:00.018000 | 0:00:00.018001 |\n", "| 13 | 0.6364 | 0:00:00.018000 | 0:00:00.019001 | 0:00:00.018000 |\n", "| 14 | 0.6364 | 0:00:00.020000 | 0:00:00.018002 | 0:00:00.020000 |\n", "| 15 | 0.6364 | 0:00:00.017997 | 0:00:00.019005 | 0:00:00.017997 |\n", "| Average | 0.7394 | 0:00:00.018869 | 0:00:00.018198 | 0:00:00.018533 |\n", "| Std Dev. | 0.1043 | 0.0011527990142538643 | 0.002346057259974755 | 0.0018785577285000358 |\n", "+----------+--------+-----------------------+----------------------+-----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4706 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.4706 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.5294 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.4706 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.4706 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.4706 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.4706 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.5294 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.4706 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.4706 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.4706 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.4706 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.4706 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.4706 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.4706 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.4784 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.02 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.5952 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.6 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.6071 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.5952 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.5952 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.6633 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.6633 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.6714 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.6429 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.6429 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.6429 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.6429 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.6429 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.6429 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.6429 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.6327 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.0258 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4706 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.4706 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.5294 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.4706 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.4706 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.4706 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.4706 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.5294 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.4706 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.4706 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.4706 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.4706 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.4706 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.4706 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.4706 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.4784 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.02 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.5595 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.5595 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.5833 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.5476 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.5476 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.5595 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.5595 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.5952 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.5476 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.5476 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.5476 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.5476 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.5476 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.5476 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.5476 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.5563 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.0141 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4706 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.4706 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.5294 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.4706 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.4706 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.4706 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.4706 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.5294 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.4706 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.4706 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.4706 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.4706 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.4706 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.4706 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.4706 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.4784 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.02 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.5714 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.569 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.5929 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.5673 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.5673 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.5714 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.5714 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.6167 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.581 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.581 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.581 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.581 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.581 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.581 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.581 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.5796 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.012 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.4706 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.4706 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.5294 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.4706 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.4706 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.4706 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.4706 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.5294 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.4706 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.4706 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.4706 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.4706 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.4706 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.4706 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.4706 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.4784 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.02 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.6912 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.6912 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.7255 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.6912 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.6912 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.6912 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.6912 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.7255 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.6912 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.6912 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.6912 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.6912 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.6912 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.6912 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.6912 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.6958 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.0117 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.2971 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 0.2971 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 0.3475 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 0.2971 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 0.2971 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 0.2971 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 0.2971 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 0.3475 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 0.2971 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 0.2971 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 0.2971 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 0.2971 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 0.2971 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 0.2971 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 0.2971 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 0.3038 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.0171 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 1.1765 | 0:00:00.013000 | 0:00:00.010998 | 0:00:00.013000 |\n", "| 2 | 1.2941 | 0:00:00.012000 | 0:00:00.012000 | 0:00:00.012000 |\n", "| 3 | 1.0588 | 0:00:00.013000 | 0:00:00.012000 | 0:00:00.013000 |\n", "| 4 | 1.2353 | 0:00:00.013999 | 0:00:00.012001 | 0:00:00.013999 |\n", "| 5 | 1.3529 | 0:00:00.013000 | 0:00:00.016001 | 0:00:00.013000 |\n", "| 6 | 1.4706 | 0:00:00.014999 | 0:00:00.016000 | 0:00:00.014999 |\n", "| 7 | 1.4706 | 0:00:00.013002 | 0:00:00.016003 | 0:00:00.013002 |\n", "| 8 | 1.1765 | 0:00:00.013998 | 0:00:00.013002 | 0:00:00.013998 |\n", "| 9 | 1.2941 | 0:00:00.013000 | 0:00:00.012994 | 0:00:00.013000 |\n", "| 10 | 1.2941 | 0:00:00.016002 | 0:00:00.012998 | 0:00:00.016002 |\n", "| 11 | 1.2941 | 0:00:00.013005 | 0:00:00.016996 | 0:00:00.013005 |\n", "| 12 | 1.2941 | 0:00:00.026002 | 0:00:00.014000 | 0:00:00.026002 |\n", "| 13 | 1.2941 | 0:00:00.012999 | 0:00:00.013002 | 0:00:00.012999 |\n", "| 14 | 1.2941 | 0:00:00.012997 | 0:00:00.015001 | 0:00:00.012997 |\n", "| 15 | 1.2941 | 0:00:00.013999 | 0:00:00.019001 | 0:00:00.013999 |\n", "| Average | 1.2863 | 0:00:00.014333 | 0:00:00.014133 | 0:00:00.014233 |\n", "| Std Dev. | 0.1004 | 0.0032595700673426343 | 0.0021871686266732577 | 0.0027774608086821094 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.7304 | 0.1382 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7187 | 0.1052 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.716 | 0.1295 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7022 | 0.1233 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.7022 | 0.1233 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.6931 | 0.1228 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.725 | 0.122 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7132 | 0.1416 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.6935 | 0.1338 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7117 | 0.131 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.6995 | 0.1279 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.7175 | 0.1256 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7249 | 0.1278 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7175 | 0.1256 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.713 | 0.1285 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0119 | 0.0098 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7673 | 0.1085 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.758 | 0.0945 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7328 | 0.0876 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.7576 | 0.0863 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7476 | 0.0848 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.7612 | 0.0616 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.7336 | 0.0984 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.7545 | 0.1139 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7488 | 0.1186 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.7315 | 0.1067 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7538 | 0.0803 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.7454 | 0.081 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.7605 | 0.0766 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7615 | 0.0773 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7572 | 0.0744 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.7514 | 0.09 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0109 | 0.0157 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.7304 | 0.1382 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7187 | 0.1052 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.716 | 0.1295 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7022 | 0.1233 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.7022 | 0.1233 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.6931 | 0.1228 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.725 | 0.122 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7132 | 0.1416 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.6935 | 0.1338 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7117 | 0.131 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.6995 | 0.1279 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.7175 | 0.1256 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7249 | 0.1278 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7175 | 0.1256 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.713 | 0.1285 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0119 | 0.0098 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7671 | 0.1249 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.767 | 0.1147 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7531 | 0.0978 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.7531 | 0.1093 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7419 | 0.1079 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.7443 | 0.1037 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.7371 | 0.1067 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.7636 | 0.1121 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7541 | 0.127 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.7371 | 0.1199 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7514 | 0.1127 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.7345 | 0.1101 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.7426 | 0.1046 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7483 | 0.1088 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7388 | 0.1024 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.7489 | 0.1108 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0105 | 0.0079 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.7304 | 0.1382 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7187 | 0.1052 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.716 | 0.1295 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7022 | 0.1233 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.7022 | 0.1233 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.6931 | 0.1228 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.725 | 0.122 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7132 | 0.1416 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.6935 | 0.1338 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7117 | 0.131 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.6995 | 0.1279 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.7175 | 0.1256 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7249 | 0.1278 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7175 | 0.1256 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.713 | 0.1285 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0119 | 0.0098 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7382 | 0.1212 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.7381 | 0.103 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7146 | 0.0848 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.7192 | 0.0899 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7072 | 0.0889 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.708 | 0.0877 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.6946 | 0.0981 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.7277 | 0.1129 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7206 | 0.1205 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.7066 | 0.1126 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7266 | 0.0957 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.7139 | 0.092 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.727 | 0.0821 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7335 | 0.0845 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7259 | 0.0819 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.7201 | 0.0971 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0122 | 0.0133 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7293 | 0.1495 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.7304 | 0.1382 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.7187 | 0.1052 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.716 | 0.1295 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7022 | 0.1233 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.7022 | 0.1233 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.6931 | 0.1228 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.725 | 0.122 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.7132 | 0.1416 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.6935 | 0.1338 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7117 | 0.131 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.6995 | 0.1279 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.7175 | 0.1256 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.7249 | 0.1278 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.7175 | 0.1256 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.713 | 0.1285 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0119 | 0.0098 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8421 | 0.0872 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.8427 | 0.0806 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.8359 | 0.0614 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.8343 | 0.0756 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.8263 | 0.0719 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.8263 | 0.0719 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.821 | 0.0716 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.8396 | 0.0712 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.8327 | 0.0826 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.8212 | 0.0781 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.8318 | 0.0764 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.8247 | 0.0746 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.8352 | 0.0733 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.8396 | 0.0746 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.8352 | 0.0733 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.8326 | 0.0749 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.007 | 0.0057 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5929 | 0.1843 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.5911 | 0.163 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.5678 | 0.1273 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.57 | 0.148 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.5508 | 0.1397 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.5508 | 0.1397 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.5393 | 0.1402 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.5798 | 0.1548 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.5697 | 0.1704 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.5426 | 0.1577 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.5648 | 0.1518 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.5486 | 0.1475 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.571 | 0.1407 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.5812 | 0.1433 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.571 | 0.1407 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.5661 | 0.1499 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0161 | 0.0139 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6178 | 0.3283 | 0:00:00.029800 | 0:00:00.019799 | 0:00:00.049599 |\n", "| 2 | 0.6534 | 0.3391 | 0:00:00.029000 | 0:00:00.020400 | 0:00:00.049401 |\n", "| 3 | 0.6382 | 0.2389 | 0:00:00.029000 | 0:00:00.023801 | 0:00:00.052801 |\n", "| 4 | 0.6942 | 0.2977 | 0:00:00.029200 | 0:00:00.020800 | 0:00:00.050000 |\n", "| 5 | 0.7454 | 0.3318 | 0:00:00.030006 | 0:00:00.021994 | 0:00:00.052000 |\n", "| 6 | 0.769 | 0.3753 | 0:00:00.028999 | 0:00:00.022000 | 0:00:00.051000 |\n", "| 7 | 0.7871 | 0.3751 | 0:00:00.029601 | 0:00:00.022000 | 0:00:00.051601 |\n", "| 8 | 0.6684 | 0.3151 | 0:00:00.029404 | 0:00:00.021196 | 0:00:00.050600 |\n", "| 9 | 0.6919 | 0.3541 | 0:00:00.028800 | 0:00:00.021599 | 0:00:00.050399 |\n", "| 10 | 0.7496 | 0.3521 | 0:00:00.029200 | 0:00:00.022000 | 0:00:00.051200 |\n", "| 11 | 0.7132 | 0.3332 | 0:00:00.031400 | 0:00:00.022800 | 0:00:00.054200 |\n", "| 12 | 0.7376 | 0.3237 | 0:00:00.032199 | 0:00:00.022200 | 0:00:00.054399 |\n", "| 13 | 0.6966 | 0.3085 | 0:00:00.029001 | 0:00:00.023400 | 0:00:00.052402 |\n", "| 14 | 0.667 | 0.3204 | 0:00:00.030999 | 0:00:00.024401 | 0:00:00.055400 |\n", "| 15 | 0.6966 | 0.3085 | 0:00:00.028999 | 0:00:00.024802 | 0:00:00.053801 |\n", "| Average | 0.7017 | 0.3268 | 0:00:00.029707 | 0:00:00.022213 | 0:00:00.051920 |\n", "| Std Dev. | 0.0472 | 0.0324 | 0.0009928475 | 0.0013776768 | 0.0018064937 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\sonar-an-nn'\n", "208\n", "arr (208, 60)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8095 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8333 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8333 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8095 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8333 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8333 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8333 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8095 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8302 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8124 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8124 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8124 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8124 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8341 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8341 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8124 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8341 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8341 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8341 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8124 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8315 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.018 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8095 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8333 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8333 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8095 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8333 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8333 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8333 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8095 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8302 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8095 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8333 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8333 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8095 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8333 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8333 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8333 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8095 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8302 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8095 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8333 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8333 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8095 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8333 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8333 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8333 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8095 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8302 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8091 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8091 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8091 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8091 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8332 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8332 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8091 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8332 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8332 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8332 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8091 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.83 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0194 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8095 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8333 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8333 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8095 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8333 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8333 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8333 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8095 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8302 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8095 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.8095 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.8095 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.8333 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8571 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8571 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8571 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8571 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.8333 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.8095 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.8333 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.8333 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.8333 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.8095 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.8302 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7422 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.7422 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.7422 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.7422 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.7727 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.8061 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.8061 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.8061 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.8061 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.7727 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.7422 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.7727 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.7727 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.7727 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.7422 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.7694 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0257 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.1905 | 0:00:00.049965 | 0:00:00.009000 | 0:00:00.049965 |\n", "| 2 | 0.1905 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 3 | 0.1905 | 0:00:00.049000 | 0:00:00.008001 | 0:00:00.049000 |\n", "| 4 | 0.1905 | 0:00:00.049001 | 0:00:00.008998 | 0:00:00.049001 |\n", "| 5 | 0.1667 | 0:00:00.049003 | 0:00:00.009001 | 0:00:00.049003 |\n", "| 6 | 0.1429 | 0:00:00.057998 | 0:00:00.008999 | 0:00:00.057998 |\n", "| 7 | 0.1429 | 0:00:00.049000 | 0:00:00.009000 | 0:00:00.049000 |\n", "| 8 | 0.1429 | 0:00:00.048033 | 0:00:00.009969 | 0:00:00.048033 |\n", "| 9 | 0.1429 | 0:00:00.050999 | 0:00:00.010001 | 0:00:00.050999 |\n", "| 10 | 0.1667 | 0:00:00.057997 | 0:00:00.010001 | 0:00:00.057997 |\n", "| 11 | 0.1905 | 0:00:00.068002 | 0:00:00.012000 | 0:00:00.068002 |\n", "| 12 | 0.1667 | 0:00:00.050999 | 0:00:00.010000 | 0:00:00.050999 |\n", "| 13 | 0.1667 | 0:00:00.049999 | 0:00:00.010001 | 0:00:00.049999 |\n", "| 14 | 0.1667 | 0:00:00.048997 | 0:00:00.010001 | 0:00:00.048997 |\n", "| 15 | 0.1905 | 0:00:00.048999 | 0:00:00.010000 | 0:00:00.048999 |\n", "| Average | 0.1698 | 0:00:00.051799 | 0:00:00.009531 | 0:00:00.030665 |\n", "| Std Dev. | 0.0192 | 0.005268094463103813 | 0.0009559186118023504 | 0.02147042260566287 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8235 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8824 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.9118 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8824 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8529 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8824 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8824 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.9118 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.9118 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.9118 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.9118 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.9118 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8529 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.9118 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.9118 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8902 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0273 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8089 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8844 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.9083 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8844 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8606 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8844 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8844 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.9083 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.9083 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.9083 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.9083 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.9083 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8375 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.9083 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.9083 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8874 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0293 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8235 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8824 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.9118 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8824 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8529 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8824 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8824 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.9118 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.9118 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.9118 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.9118 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.9118 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8529 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.9118 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.9118 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8902 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0273 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.7747 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8419 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.8874 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8419 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.7964 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8419 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8419 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.8874 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.8874 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.8874 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.8874 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.8874 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8202 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.8874 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.8874 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8572 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0366 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8235 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8824 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.9118 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8824 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8529 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8824 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8824 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.9118 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.9118 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.9118 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.9118 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.9118 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8529 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.9118 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.9118 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8902 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0273 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.7875 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8583 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.8967 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8583 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8174 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8583 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8583 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.8967 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.8967 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.8967 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.8967 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.8967 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8278 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.8967 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.8967 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8693 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0342 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8235 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8824 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.9118 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8824 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8529 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8824 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8824 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.9118 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.9118 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.9118 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.9118 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.9118 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8529 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.9118 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.9118 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8902 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0273 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.7747 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8419 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.8874 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8419 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.7964 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8419 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8419 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.8874 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.8874 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.8874 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.8874 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.8874 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8202 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.8874 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.8874 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8572 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0366 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.8258 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.8712 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.9062 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.8712 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.8388 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.8712 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.8712 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.9062 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.9062 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.9062 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.9062 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.9062 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.8577 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.9062 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.9062 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.8838 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0268 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 1 | 0.1765 | 0:00:00.030000 | 0:00:00.007001 | 0:00:00.030000 |\n", "| 2 | 0.1176 | 0:00:00.033999 | 0:00:00.007998 | 0:00:00.033999 |\n", "| 3 | 0.0882 | 0:00:00.031003 | 0:00:00.007001 | 0:00:00.031003 |\n", "| 4 | 0.1176 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| 5 | 0.1471 | 0:00:00.030997 | 0:00:00.007000 | 0:00:00.030997 |\n", "| 6 | 0.1176 | 0:00:00.031999 | 0:00:00.007001 | 0:00:00.031999 |\n", "| 7 | 0.1176 | 0:00:00.033000 | 0:00:00.008002 | 0:00:00.033000 |\n", "| 8 | 0.0882 | 0:00:00.030999 | 0:00:00.008998 | 0:00:00.030999 |\n", "| 9 | 0.0882 | 0:00:00.032003 | 0:00:00.008001 | 0:00:00.032003 |\n", "| 10 | 0.0882 | 0:00:00.037000 | 0:00:00.008000 | 0:00:00.037000 |\n", "| 11 | 0.0882 | 0:00:00.030998 | 0:00:00.008002 | 0:00:00.030998 |\n", "| 12 | 0.0882 | 0:00:00.032998 | 0:00:00.010999 | 0:00:00.032998 |\n", "| 13 | 0.1471 | 0:00:00.036000 | 0:00:00.009003 | 0:00:00.036000 |\n", "| 14 | 0.0882 | 0:00:00.030998 | 0:00:00.009000 | 0:00:00.030998 |\n", "| 15 | 0.0882 | 0:00:00.030999 | 0:00:00.008001 | 0:00:00.030999 |\n", "| Average | 0.1098 | 0:00:00.032266 | 0:00:00.008134 | 0:00:00.020200 |\n", "| Std Dev. | 0.0273 | 0.0019482992769292952 | 0.001023847562855285 | 0.012166101915370557 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7778 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.8148 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.8148 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.8148 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.8148 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.8148 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.8148 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7778 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7778 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7778 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7778 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7407 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7407 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7407 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7852 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0277 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7983 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7983 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.825 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.825 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.825 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.825 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.825 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.825 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7983 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7983 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7983 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7983 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7735 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7735 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7735 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.804 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0194 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7778 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.8148 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.8148 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.8148 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.8148 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.8148 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.8148 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7778 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7778 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7778 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7778 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7407 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7407 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7407 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7852 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0277 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7917 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7917 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.825 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.825 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.825 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.825 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.825 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.825 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7917 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7917 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7917 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7917 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7583 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7583 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7583 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7983 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0249 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7778 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.8148 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.8148 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.8148 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.8148 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.8148 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.8148 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7778 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7778 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7778 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7778 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7407 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7407 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7407 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7852 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0277 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7775 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7775 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.8148 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.8148 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.8148 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.8148 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.8148 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.8148 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7775 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7775 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7775 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7775 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7393 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7393 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7393 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7848 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0282 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7778 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7778 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.8148 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.8148 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.8148 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.8148 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.8148 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.8148 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7778 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7778 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7778 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7778 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7407 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7407 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7407 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7852 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0277 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7917 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.7917 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.825 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.825 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.825 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.825 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.825 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.825 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.7917 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.7917 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.7917 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.7917 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.7583 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.7583 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.7583 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.7983 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0249 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.6672 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.6672 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.7093 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.7093 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.7093 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.7093 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.7093 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.7093 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.6672 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.6672 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.6672 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.6672 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.6302 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.6302 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.6302 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.6766 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0299 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.2222 | 0:00:00.021001 | 0:00:00.004999 | 0:00:00.021001 |\n", "| 2 | 0.2222 | 0:00:00.022002 | 0:00:00.005000 | 0:00:00.022002 |\n", "| 3 | 0.1852 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 4 | 0.1852 | 0:00:00.021002 | 0:00:00.005999 | 0:00:00.021002 |\n", "| 5 | 0.1852 | 0:00:00.020001 | 0:00:00.007000 | 0:00:00.020001 |\n", "| 6 | 0.1852 | 0:00:00.020999 | 0:00:00.006001 | 0:00:00.020999 |\n", "| 7 | 0.1852 | 0:00:00.020000 | 0:00:00.005998 | 0:00:00.020000 |\n", "| 8 | 0.1852 | 0:00:00.021005 | 0:00:00.006999 | 0:00:00.021005 |\n", "| 9 | 0.2222 | 0:00:00.019997 | 0:00:00.005999 | 0:00:00.019997 |\n", "| 10 | 0.2222 | 0:00:00.021037 | 0:00:00.006965 | 0:00:00.021037 |\n", "| 11 | 0.2222 | 0:00:00.020000 | 0:00:00.005999 | 0:00:00.020000 |\n", "| 12 | 0.2222 | 0:00:00.021000 | 0:00:00.006000 | 0:00:00.021000 |\n", "| 13 | 0.2593 | 0:00:00.020001 | 0:00:00.007001 | 0:00:00.020001 |\n", "| 14 | 0.2593 | 0:00:00.019999 | 0:00:00.007000 | 0:00:00.019999 |\n", "| 15 | 0.2593 | 0:00:00.020999 | 0:00:00.006999 | 0:00:00.020999 |\n", "| Average | 0.2148 | 0:00:00.020603 | 0:00:00.006264 | 0:00:00.013433 |\n", "| Std Dev. | 0.0277 | 0.0006133662149693693 | 0.0006776746704312738 | 0.007198614083101311 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9524 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8571 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9524 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9524 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9524 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9524 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.9048 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.9048 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.9048 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.9048 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9524 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9524 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9524 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.9048 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9302 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0294 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9643 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8571 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9444 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9444 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9444 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9444 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9444 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.899 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.899 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.899 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.899 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9444 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9444 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9444 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.899 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9248 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0289 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9524 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8571 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9524 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9524 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9524 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9524 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.9048 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.9048 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.9048 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.9048 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9524 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9524 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9524 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.9048 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9302 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0294 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8365 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9615 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9615 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9615 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9615 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9615 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.899 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.899 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.899 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.899 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9615 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9615 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9615 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.899 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9308 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0379 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9524 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8571 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9524 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9524 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9524 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9524 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.9048 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.9048 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.9048 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.9048 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9524 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9524 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9524 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.9048 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9302 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0294 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+--------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9481 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8444 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9506 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9506 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9506 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9506 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9506 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.899 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.899 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.899 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.899 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9506 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9506 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9506 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.899 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9262 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0323 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+-----------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9524 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8571 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9524 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9524 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9524 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9524 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9524 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.9048 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.9048 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.9048 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.9048 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9524 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9524 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9524 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.9048 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9302 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0294 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+-----------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9375 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8365 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9615 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9615 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9615 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9615 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9615 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.899 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.899 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.899 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.899 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9615 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9615 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9615 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.899 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9308 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0379 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.9286 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.8388 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.9707 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.9707 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.9707 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.9707 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.9707 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.8997 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.8997 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.8997 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.8997 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.9707 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.9707 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.9707 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.8997 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.9354 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0414 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+-----------------------+-----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "| 1 | 0.0476 | 0:00:00.012999 | 0:00:00.005001 | 0:00:00.012999 |\n", "| 2 | 0.1429 | 0:00:00.012999 | 0:00:00.004002 | 0:00:00.012999 |\n", "| 3 | 0.0476 | 0:00:00.014000 | 0:00:00.004000 | 0:00:00.014000 |\n", "| 4 | 0.0476 | 0:00:00.012998 | 0:00:00.004002 | 0:00:00.012998 |\n", "| 5 | 0.0476 | 0:00:00.015000 | 0:00:00.005000 | 0:00:00.015000 |\n", "| 6 | 0.0476 | 0:00:00.014000 | 0:00:00.007005 | 0:00:00.014000 |\n", "| 7 | 0.0476 | 0:00:00.012995 | 0:00:00.004000 | 0:00:00.012995 |\n", "| 8 | 0.0952 | 0:00:00.014035 | 0:00:00.003964 | 0:00:00.014035 |\n", "| 9 | 0.0952 | 0:00:00.014999 | 0:00:00.009000 | 0:00:00.014999 |\n", "| 10 | 0.0952 | 0:00:00.013001 | 0:00:00.005000 | 0:00:00.013001 |\n", "| 11 | 0.0952 | 0:00:00.013999 | 0:00:00.004001 | 0:00:00.013999 |\n", "| 12 | 0.0476 | 0:00:00.014000 | 0:00:00.004999 | 0:00:00.014000 |\n", "| 13 | 0.0476 | 0:00:00.013000 | 0:00:00.005002 | 0:00:00.013000 |\n", "| 14 | 0.0476 | 0:00:00.014000 | 0:00:00.005000 | 0:00:00.014000 |\n", "| 15 | 0.0952 | 0:00:00.012999 | 0:00:00.005002 | 0:00:00.012999 |\n", "| Average | 0.0698 | 0:00:00.013668 | 0:00:00.004999 | 0:00:00.009333 |\n", "| Std Dev. | 0.0294 | 0.0007008855429790374 | 0.0013186700657358775 | 0.00446157928352023 |\n", "+----------+--------+-----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6471 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6471 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7059 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7059 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7059 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6471 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5882 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5294 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5294 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5294 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5882 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5882 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5882 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5882 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6157 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0602 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6571 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6571 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6571 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7083 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7083 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7083 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6458 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5857 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5278 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5278 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5278 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5903 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5903 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5903 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5903 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6182 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0624 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6471 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6471 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7059 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7059 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7059 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6471 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5882 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5294 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5294 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5294 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5882 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5882 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5882 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5882 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6157 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0602 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6528 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6528 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6528 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7083 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7083 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7083 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6458 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5833 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5278 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5278 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5278 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5903 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5903 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5903 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5903 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6171 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.062 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6471 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6471 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7059 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7059 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7059 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6471 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5882 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5294 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5294 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5294 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5882 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5882 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5882 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5882 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6157 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0602 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+--------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6458 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6458 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6458 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7059 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7059 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7059 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6458 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5825 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5278 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5278 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5278 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5882 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5882 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5882 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5882 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6146 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0607 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+-----------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6471 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6471 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6471 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7059 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7059 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7059 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6471 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5882 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5294 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5294 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5294 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5882 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5882 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5882 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5882 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6157 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0602 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+-----------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.6528 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.6528 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.6528 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.7083 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.7083 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.7083 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.6458 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.5833 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.5278 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.5278 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.5278 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5903 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5903 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5903 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5903 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.6171 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.062 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.5676 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.5676 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.5676 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.6176 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.6176 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.6176 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.5671 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.521 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.4853 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.4853 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.4853 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.5237 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.5237 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.5237 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.5237 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.5463 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0454 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+-----------------------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "| 1 | 0.3529 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 2 | 0.3529 | 0:00:00.008998 | 0:00:00.003001 | 0:00:00.008998 |\n", "| 3 | 0.3529 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 4 | 0.2941 | 0:00:00.009000 | 0:00:00.003000 | 0:00:00.009000 |\n", "| 5 | 0.2941 | 0:00:00.009000 | 0:00:00.004000 | 0:00:00.009000 |\n", "| 6 | 0.2941 | 0:00:00.008000 | 0:00:00.004000 | 0:00:00.008000 |\n", "| 7 | 0.3529 | 0:00:00.009002 | 0:00:00.003002 | 0:00:00.009002 |\n", "| 8 | 0.4118 | 0:00:00.008997 | 0:00:00.004033 | 0:00:00.008997 |\n", "| 9 | 0.4706 | 0:00:00.008000 | 0:00:00.003968 | 0:00:00.008000 |\n", "| 10 | 0.4706 | 0:00:00.009000 | 0:00:00.003998 | 0:00:00.009000 |\n", "| 11 | 0.4706 | 0:00:00.009001 | 0:00:00.004001 | 0:00:00.009001 |\n", "| 12 | 0.4118 | 0:00:00.013000 | 0:00:00.004000 | 0:00:00.013000 |\n", "| 13 | 0.4118 | 0:00:00.009001 | 0:00:00.003000 | 0:00:00.009001 |\n", "| 14 | 0.4118 | 0:00:00.009997 | 0:00:00.004000 | 0:00:00.009997 |\n", "| 15 | 0.4118 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| Average | 0.3843 | 0:00:00.009267 | 0:00:00.003667 | 0:00:00.006467 |\n", "| Std Dev. | 0.0602 | 0.0011232551455318753 | 0.00047129388802865144 | 0.002929455265565379 |\n", "+----------+--------+-----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7948 | 0.0823 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8271 | 0.1056 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8319 | 0.0789 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8425 | 0.0816 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8308 | 0.1021 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.8153 | 0.1188 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7962 | 0.1417 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7914 | 0.1399 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7866 | 0.1388 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8127 | 0.1276 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7935 | 0.1227 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8053 | 0.1304 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.791 | 0.1196 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8103 | 0.1113 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.018 | 0.0221 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8082 | 0.0973 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.8019 | 0.0787 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8295 | 0.0994 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.8349 | 0.0788 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8345 | 0.0759 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8439 | 0.0783 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8314 | 0.1007 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.815 | 0.1185 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7981 | 0.1406 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7935 | 0.139 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7892 | 0.138 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8151 | 0.1238 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.796 | 0.1166 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8101 | 0.1248 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.7967 | 0.1152 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8132 | 0.1084 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.0171 | 0.0224 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7948 | 0.0823 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8271 | 0.1056 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8319 | 0.0789 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8425 | 0.0816 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8308 | 0.1021 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.8153 | 0.1188 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7962 | 0.1417 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7914 | 0.1399 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7866 | 0.1388 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8127 | 0.1276 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7935 | 0.1227 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8053 | 0.1304 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.791 | 0.1196 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8103 | 0.1113 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.018 | 0.0221 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7932 | 0.0907 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7865 | 0.0693 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8272 | 0.1024 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.8293 | 0.0809 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8249 | 0.0814 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8388 | 0.0808 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8263 | 0.102 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.8104 | 0.1164 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7926 | 0.1376 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7878 | 0.1356 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7831 | 0.1344 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8128 | 0.125 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7927 | 0.1209 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8062 | 0.1268 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.7889 | 0.1119 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8067 | 0.1077 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.0182 | 0.022 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7948 | 0.0823 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8271 | 0.1056 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8319 | 0.0789 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8425 | 0.0816 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8308 | 0.1021 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.8153 | 0.1188 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7962 | 0.1417 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7914 | 0.1399 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7866 | 0.1388 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8127 | 0.1276 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7935 | 0.1227 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8053 | 0.1304 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.791 | 0.1196 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8103 | 0.1113 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.018 | 0.0221 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7936 | 0.0962 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.787 | 0.076 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8234 | 0.1033 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.8277 | 0.0792 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8244 | 0.0777 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8374 | 0.0793 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8253 | 0.1001 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.81 | 0.1179 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7916 | 0.1391 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7868 | 0.1371 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.782 | 0.1358 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8092 | 0.1249 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7878 | 0.1203 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8016 | 0.1278 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.7865 | 0.1156 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.805 | 0.1087 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.018 | 0.0222 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8021 | 0.0977 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7948 | 0.0823 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8271 | 0.1056 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.833 | 0.0821 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8319 | 0.0789 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8425 | 0.0816 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8308 | 0.1021 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.8153 | 0.1188 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7962 | 0.1417 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7914 | 0.1399 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7866 | 0.1388 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8127 | 0.1276 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7935 | 0.1227 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8053 | 0.1304 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.791 | 0.1196 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8103 | 0.1113 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.018 | 0.0221 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7932 | 0.0907 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7865 | 0.0693 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.8272 | 0.1024 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.8293 | 0.0809 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.8249 | 0.0814 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.8388 | 0.0808 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.8263 | 0.102 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.8104 | 0.1164 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7926 | 0.1376 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7878 | 0.1356 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7831 | 0.1344 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.8128 | 0.125 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.7927 | 0.1209 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.8062 | 0.1268 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.7889 | 0.1119 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.8067 | 0.1077 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.0182 | 0.022 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7463 | 0.1247 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.7374 | 0.1113 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.7792 | 0.1441 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.7822 | 0.1244 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.7818 | 0.1193 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.795 | 0.123 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.7849 | 0.1383 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.7685 | 0.1431 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.7529 | 0.1593 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.7462 | 0.1576 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.7401 | 0.157 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.7681 | 0.1613 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.751 | 0.159 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.7607 | 0.1665 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.7404 | 0.1497 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.7623 | 0.1426 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.0183 | 0.0174 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.1979 | 0.0977 | 0:00:00.024593 | 0:00:00.005800 | 0:00:00.030393 |\n", "| 2 | 0.2052 | 0.0823 | 0:00:00.025400 | 0:00:00.005600 | 0:00:00.031000 |\n", "| 3 | 0.1729 | 0.1056 | 0:00:00.024600 | 0:00:00.005800 | 0:00:00.030401 |\n", "| 4 | 0.167 | 0.0821 | 0:00:00.024600 | 0:00:00.006000 | 0:00:00.030600 |\n", "| 5 | 0.1681 | 0.0789 | 0:00:00.024800 | 0:00:00.006400 | 0:00:00.031200 |\n", "| 6 | 0.1575 | 0.0816 | 0:00:00.026600 | 0:00:00.006601 | 0:00:00.033201 |\n", "| 7 | 0.1692 | 0.1021 | 0:00:00.024799 | 0:00:00.006000 | 0:00:00.030800 |\n", "| 8 | 0.1847 | 0.1188 | 0:00:00.024614 | 0:00:00.006793 | 0:00:00.031407 |\n", "| 9 | 0.2038 | 0.1417 | 0:00:00.025200 | 0:00:00.007394 | 0:00:00.032593 |\n", "| 10 | 0.2086 | 0.1399 | 0:00:00.027607 | 0:00:00.006793 | 0:00:00.034400 |\n", "| 11 | 0.2134 | 0.1388 | 0:00:00.028400 | 0:00:00.006800 | 0:00:00.035201 |\n", "| 12 | 0.1873 | 0.1276 | 0:00:00.026399 | 0:00:00.007200 | 0:00:00.033599 |\n", "| 13 | 0.2065 | 0.1227 | 0:00:00.025600 | 0:00:00.006802 | 0:00:00.032402 |\n", "| 14 | 0.1947 | 0.1304 | 0:00:00.024798 | 0:00:00.007000 | 0:00:00.031798 |\n", "| 15 | 0.209 | 0.1196 | 0:00:00.024799 | 0:00:00.006801 | 0:00:00.031600 |\n", "| Average | 0.1897 | 0.1113 | 0:00:00.025521 | 0:00:00.006519 | 0:00:00.032040 |\n", "| Std Dev. | 0.018 | 0.0221 | 0.0011593833 | 0.0005344859 | 0.0014427668 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\wdbc-an-nn'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "569\n", "arr (569, 31)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.6667 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.6667 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.693 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6754 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.6842 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.693 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.7105 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.7018 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.7105 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.7105 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6842 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.6842 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.6754 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.6754 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.6871 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0149 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6465 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.6368 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.6357 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.6679 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6469 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.6582 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.6711 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.6996 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.6889 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.6996 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.705 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6625 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.4482 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.4369 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.4369 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.6227 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0935 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.6667 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.6667 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.693 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6754 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.6842 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.693 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.7105 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.7018 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.7105 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.7105 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6842 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.6842 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.6754 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.6754 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.6871 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0149 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6339 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.627 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.622 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.6429 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6141 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.626 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.6329 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.6468 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.6349 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.6468 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.6419 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6161 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.414 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.416 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.416 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.5888 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0872 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.6667 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.6667 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.693 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6754 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.6842 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.693 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.7105 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.7018 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.7105 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.7105 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6842 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.6842 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.6754 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.6754 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.6871 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0149 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6372 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.6297 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.625 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.6474 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6155 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.6289 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.6363 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.6512 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.6375 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.6512 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.6449 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6162 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.4175 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.4204 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.4204 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.592 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0869 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.6754 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.6667 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.6667 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.693 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.6754 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.6842 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.693 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.7105 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.7018 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.7105 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.7105 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.6842 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.6842 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.6754 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.6754 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.6871 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0149 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.7566 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.75 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.75 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.7697 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.7566 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.7632 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.7697 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.7829 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.7763 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.7829 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.7829 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.7632 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.7632 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.7566 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.7566 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.7654 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0112 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| 1 | 0.5644 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.5556 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.5556 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.5826 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.5644 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.5734 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.5826 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.6013 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.5919 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.6013 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.6013 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.5734 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.5734 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.5644 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.5644 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.5767 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0156 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 1 | 0.3246 | 0:00:00.431001 | 0:00:00.039000 | 0:00:00.431001 |\n", "| 2 | 0.3333 | 0:00:00.368000 | 0:00:00.034001 | 0:00:00.368000 |\n", "| 3 | 0.3333 | 0:00:00.350998 | 0:00:00.033001 | 0:00:00.350998 |\n", "| 4 | 0.307 | 0:00:00.418999 | 0:00:00.045000 | 0:00:00.418999 |\n", "| 5 | 0.3246 | 0:00:00.398004 | 0:00:00.037999 | 0:00:00.398004 |\n", "| 6 | 0.3158 | 0:00:00.369997 | 0:00:00.043003 | 0:00:00.369997 |\n", "| 7 | 0.307 | 0:00:00.396999 | 0:00:00.038000 | 0:00:00.396999 |\n", "| 8 | 0.2895 | 0:00:00.387999 | 0:00:00.042001 | 0:00:00.387999 |\n", "| 9 | 0.2982 | 0:00:00.378999 | 0:00:00.044000 | 0:00:00.378999 |\n", "| 10 | 0.2895 | 0:00:00.396005 | 0:00:00.039999 | 0:00:00.396005 |\n", "| 11 | 0.2895 | 0:00:00.433998 | 0:00:00.042000 | 0:00:00.433998 |\n", "| 12 | 0.3158 | 0:00:00.382006 | 0:00:00.042994 | 0:00:00.382006 |\n", "| 13 | 0.3158 | 0:00:00.455998 | 0:00:00.042999 | 0:00:00.455998 |\n", "| 14 | 0.3246 | 0:00:00.482002 | 0:00:00.066998 | 0:00:00.482002 |\n", "| 15 | 0.3246 | 0:00:00.440000 | 0:00:00.045999 | 0:00:00.440000 |\n", "| Average | 0.3129 | 0:00:00.406067 | 0:00:00.042466 | 0:00:00.224267 |\n", "| Std Dev. | 0.0149 | 0.035260026485900105 | 0.007499357386358985 | 0.1835786849577075 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4725 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.5824 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.6154 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.6264 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.6374 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.6154 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.6374 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.6703 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6593 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6703 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.6484 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.6484 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.6374 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.6484 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.6484 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.6278 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0469 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.466 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.5682 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.5992 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.6112 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.6258 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.5981 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.6279 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.681 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6685 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6899 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.444 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.444 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.4352 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.4396 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.4396 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.5559 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0959 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4725 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.5824 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.6154 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.6264 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.6374 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.6154 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.6374 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.6703 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6593 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6703 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.6484 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.6484 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.6374 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.6484 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.6484 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.6278 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0469 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4652 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.567 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.5916 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.601 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.603 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.5842 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.5993 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.6276 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6144 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6239 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.4033 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.4033 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.3946 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.4058 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.4058 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.526 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0945 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4725 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.5824 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.6154 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.6264 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.6374 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.6154 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.6374 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.6703 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6593 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6703 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.6484 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.6484 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.6374 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.6484 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.6484 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.6278 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0469 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4647 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.5673 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.5915 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.6009 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.5994 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.5812 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.5931 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.6204 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6041 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6131 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.3994 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.3994 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.3882 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.4041 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.4041 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.5221 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0936 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4725 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.5824 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.6154 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.6264 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.6374 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.6154 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.6374 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.6703 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.6593 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.6703 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.6484 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.6484 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.6374 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.6484 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.6484 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.6278 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0469 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6044 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.6868 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.7115 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.7198 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.728 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.7115 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.728 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.7527 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.7445 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.7527 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.7363 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.7363 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.728 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.7363 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.7363 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.7209 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0352 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.3991 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.4784 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.5069 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.5169 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.5271 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.5069 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.5271 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.5592 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.5483 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.5592 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.5376 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.5376 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.5271 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.5376 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.5376 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.5204 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0383 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5275 | 0:00:00.285996 | 0:00:00.028000 | 0:00:00.285996 |\n", "| 2 | 0.4176 | 0:00:00.256001 | 0:00:00.034000 | 0:00:00.256001 |\n", "| 3 | 0.3846 | 0:00:00.291001 | 0:00:00.030998 | 0:00:00.291001 |\n", "| 4 | 0.3736 | 0:00:00.242002 | 0:00:00.030000 | 0:00:00.242002 |\n", "| 5 | 0.3626 | 0:00:00.254001 | 0:00:00.031001 | 0:00:00.254001 |\n", "| 6 | 0.3846 | 0:00:00.269998 | 0:00:00.031002 | 0:00:00.269998 |\n", "| 7 | 0.3626 | 0:00:00.236997 | 0:00:00.050003 | 0:00:00.236997 |\n", "| 8 | 0.3297 | 0:00:00.235999 | 0:00:00.036001 | 0:00:00.235999 |\n", "| 9 | 0.3407 | 0:00:00.263001 | 0:00:00.031000 | 0:00:00.263001 |\n", "| 10 | 0.3297 | 0:00:00.237999 | 0:00:00.031997 | 0:00:00.237999 |\n", "| 11 | 0.3516 | 0:00:00.237002 | 0:00:00.032001 | 0:00:00.237002 |\n", "| 12 | 0.3516 | 0:00:00.236998 | 0:00:00.032000 | 0:00:00.236998 |\n", "| 13 | 0.3626 | 0:00:00.279001 | 0:00:00.033998 | 0:00:00.279001 |\n", "| 14 | 0.3516 | 0:00:00.234999 | 0:00:00.033000 | 0:00:00.234999 |\n", "| 15 | 0.3516 | 0:00:00.256003 | 0:00:00.030997 | 0:00:00.256003 |\n", "| Average | 0.3722 | 0:00:00.254467 | 0:00:00.033066 | 0:00:00.143767 |\n", "| Std Dev. | 0.0469 | 0.018817926982950327 | 0.004878871124106194 | 0.11155025848841427 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.6027 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.6027 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.6438 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.6575 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.6712 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.6438 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.6301 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.6575 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.6438 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.6301 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.6027 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.5753 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.5753 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.5479 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.6192 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0344 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5609 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.5609 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.5609 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.6146 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.641 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.6694 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.6195 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.5942 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.641 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.6162 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.5943 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.4194 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.4004 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.4028 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.3842 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.552 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0956 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.6027 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.6027 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.6438 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.6575 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.6712 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.6438 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.6301 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.6575 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.6438 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.6301 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.6027 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.5753 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.5753 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.5479 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.6192 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0344 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5496 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.5496 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.5496 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.5829 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.5873 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.5984 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.5694 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.5583 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.5873 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.5762 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.5651 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.3619 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.3471 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.3426 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.3233 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.5099 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.1015 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.6027 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.6027 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.6438 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.6575 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.6712 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.6438 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.6301 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.6575 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.6438 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.6301 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.6027 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.5753 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.5753 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.5479 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.6192 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0344 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.545 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.545 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.545 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.5771 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.5761 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.5868 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.5524 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.5422 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.5761 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.5655 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.555 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.3677 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.3559 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.3477 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.327 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.5043 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0945 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6027 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.6027 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.6027 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.6438 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.6575 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.6712 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.6438 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.6301 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.6575 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.6438 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.6301 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.6027 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.5753 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.5753 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.5479 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.6192 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0344 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7021 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.7021 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.7021 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.7329 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.7432 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.7534 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.7329 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.7226 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.7432 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.7329 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.7226 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.7021 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.6815 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.6815 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.661 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.7144 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0258 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.4957 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.4957 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.4957 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.5332 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.5465 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.5601 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.5332 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.5204 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.5465 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.5332 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.5204 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.4957 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.4726 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.4726 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.4509 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.5115 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0306 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.3973 | 0:00:00.168000 | 0:00:00.021999 | 0:00:00.168000 |\n", "| 2 | 0.3973 | 0:00:00.152001 | 0:00:00.022002 | 0:00:00.152001 |\n", "| 3 | 0.3973 | 0:00:00.166996 | 0:00:00.028000 | 0:00:00.166996 |\n", "| 4 | 0.3562 | 0:00:00.153001 | 0:00:00.024000 | 0:00:00.153001 |\n", "| 5 | 0.3425 | 0:00:00.157001 | 0:00:00.024000 | 0:00:00.157001 |\n", "| 6 | 0.3288 | 0:00:00.167997 | 0:00:00.024999 | 0:00:00.167997 |\n", "| 7 | 0.3562 | 0:00:00.154035 | 0:00:00.022967 | 0:00:00.154035 |\n", "| 8 | 0.3699 | 0:00:00.179001 | 0:00:00.025002 | 0:00:00.179001 |\n", "| 9 | 0.3425 | 0:00:00.175998 | 0:00:00.025001 | 0:00:00.175998 |\n", "| 10 | 0.3562 | 0:00:00.169999 | 0:00:00.026004 | 0:00:00.169999 |\n", "| 11 | 0.3699 | 0:00:00.170996 | 0:00:00.024999 | 0:00:00.170996 |\n", "| 12 | 0.3973 | 0:00:00.200583 | 0:00:00.028999 | 0:00:00.200583 |\n", "| 13 | 0.4247 | 0:00:00.161119 | 0:00:00.028002 | 0:00:00.161119 |\n", "| 14 | 0.4247 | 0:00:00.168998 | 0:00:00.027002 | 0:00:00.168998 |\n", "| 15 | 0.4521 | 0:00:00.165006 | 0:00:00.024856 | 0:00:00.165006 |\n", "| Average | 0.3808 | 0:00:00.167382 | 0:00:00.025189 | 0:00:00.096285 |\n", "| Std Dev. | 0.0344 | 0.011857798259347877 | 0.0020434440387926867 | 0.07160391574870986 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5763 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.6102 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.6102 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.678 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.7458 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.7288 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.7627 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.7288 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.678 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.7119 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.661 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.661 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.661 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.661 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.661 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.6757 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.051 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4941 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.5161 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.4741 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.5864 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.6686 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.6378 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.7047 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.5061 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.4735 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.5111 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.4553 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.4553 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.4553 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.4553 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.4553 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.5233 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.0818 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5763 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.6102 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.6102 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.678 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.7458 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.7288 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.7627 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.7288 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.678 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.7119 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.661 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.661 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.661 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.661 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.661 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.6757 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.051 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4935 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.5167 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.4775 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.5828 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.6294 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.5981 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.6214 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.4249 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.3755 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.4172 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.3416 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.3416 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.3416 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.3416 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.3416 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.4563 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.1076 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5763 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.6102 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.6102 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.678 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.7458 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.7288 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.7627 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.7288 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.678 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.7119 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.661 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.661 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.661 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.661 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.661 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.6757 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.051 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4923 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.5162 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.4742 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.5844 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.6398 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.6054 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.6339 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.4553 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.4071 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.454 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.3619 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.3619 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.3619 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.3619 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.3619 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.4715 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.1008 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.5763 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.6102 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.6102 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.678 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.7458 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.7288 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.7627 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.7288 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.678 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.7119 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.661 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.661 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.661 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.661 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.661 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.6757 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.051 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.6822 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.7076 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.7076 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.7585 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.8093 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.7966 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.822 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.7966 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.7585 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.7839 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.7458 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.7458 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.7458 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.7458 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.7458 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.7568 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.0382 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4733 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.5023 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.5023 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.567 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.6409 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.6216 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.6608 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.6216 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.567 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.6028 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.5499 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.5499 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.5499 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.5499 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.5499 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.5673 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.0517 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 1 | 0.4237 | 0:00:00.110001 | 0:00:00.018002 | 0:00:00.110001 |\n", "| 2 | 0.3898 | 0:00:00.100999 | 0:00:00.020999 | 0:00:00.100999 |\n", "| 3 | 0.3898 | 0:00:00.108002 | 0:00:00.020000 | 0:00:00.108002 |\n", "| 4 | 0.322 | 0:00:00.109997 | 0:00:00.020999 | 0:00:00.109997 |\n", "| 5 | 0.2542 | 0:00:00.123999 | 0:00:00.023002 | 0:00:00.123999 |\n", "| 6 | 0.2712 | 0:00:00.110032 | 0:00:00.023969 | 0:00:00.110032 |\n", "| 7 | 0.2373 | 0:00:00.115998 | 0:00:00.022001 | 0:00:00.115998 |\n", "| 8 | 0.2881 | 0:00:00.111001 | 0:00:00.019998 | 0:00:00.111001 |\n", "| 9 | 0.3559 | 0:00:00.110003 | 0:00:00.019998 | 0:00:00.110003 |\n", "| 10 | 0.322 | 0:00:00.108000 | 0:00:00.019998 | 0:00:00.108000 |\n", "| 11 | 0.3729 | 0:00:00.105000 | 0:00:00.021003 | 0:00:00.105000 |\n", "| 12 | 0.3729 | 0:00:00.099996 | 0:00:00.022000 | 0:00:00.099996 |\n", "| 13 | 0.3729 | 0:00:00.111006 | 0:00:00.029999 | 0:00:00.111006 |\n", "| 14 | 0.3729 | 0:00:00.120997 | 0:00:00.022002 | 0:00:00.120997 |\n", "| 15 | 0.3729 | 0:00:00.101001 | 0:00:00.021000 | 0:00:00.101001 |\n", "| Average | 0.3412 | 0:00:00.109735 | 0:00:00.021665 | 0:00:00.065700 |\n", "| Std Dev. | 0.0539 | 0.006577476024946866 | 0.002622649316402574 | 0.04431910707747929 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.7234 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.7447 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.7021 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.7234 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.7021 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.6809 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.6809 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.7234 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.7021 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.6383 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.6596 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.7021 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.7021 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.7021 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.695 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.0298 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6075 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.7442 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.7965 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.7212 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.7442 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.7212 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.4714 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.4714 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.5726 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.5226 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.4336 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.4662 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.5667 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.5667 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.5667 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.5982 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.115 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.7234 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.7447 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.7021 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.7234 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.7021 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.6809 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.6809 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.7234 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.7021 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.6383 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.6596 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.7021 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.7021 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.7021 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.695 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.0298 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.591 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.66 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.6772 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.6322 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.66 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.6322 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.417 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.417 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.433 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.4215 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.3799 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.3914 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.4144 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.4144 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.4144 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.5037 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.115 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.7234 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.7447 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.7021 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.7234 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.7021 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.6809 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.6809 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.7234 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.7021 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.6383 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.6596 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.7021 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.7021 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.7021 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.695 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.0298 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.5909 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.6622 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.681 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.6278 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.6622 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.6278 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.4271 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.4271 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.4412 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.4287 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.3807 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.392 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.4155 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.4155 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.4155 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.5063 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.1132 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.6383 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.7234 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.7447 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.7021 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.7234 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.7021 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.6809 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.6809 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.7234 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.7021 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.6383 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.6596 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.7021 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.7021 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.7021 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.695 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.0298 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7287 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.7926 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.8085 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.7766 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.7926 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.7766 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.7606 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.7606 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.7926 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.7766 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.7287 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.7447 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.7766 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.7766 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.7766 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.7713 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.0223 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.528 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.6155 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.6397 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.5923 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.6155 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.5923 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.5699 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.5699 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.6155 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.5923 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.528 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.5485 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.5923 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.5923 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.5923 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.5856 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.031 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.3617 | 0:00:00.085999 | 0:00:00.017002 | 0:00:00.085999 |\n", "| 2 | 0.2766 | 0:00:00.102000 | 0:00:00.024000 | 0:00:00.102000 |\n", "| 3 | 0.2553 | 0:00:00.111001 | 0:00:00.023998 | 0:00:00.111001 |\n", "| 4 | 0.2979 | 0:00:00.091999 | 0:00:00.022003 | 0:00:00.091999 |\n", "| 5 | 0.2766 | 0:00:00.072999 | 0:00:00.015999 | 0:00:00.072999 |\n", "| 6 | 0.2979 | 0:00:00.069001 | 0:00:00.019001 | 0:00:00.069001 |\n", "| 7 | 0.3404 | 0:00:00.080999 | 0:00:00.020999 | 0:00:00.080999 |\n", "| 8 | 0.3404 | 0:00:00.067998 | 0:00:00.017000 | 0:00:00.067998 |\n", "| 9 | 0.2979 | 0:00:00.068001 | 0:00:00.025001 | 0:00:00.068001 |\n", "| 10 | 0.3191 | 0:00:00.072999 | 0:00:00.018001 | 0:00:00.072999 |\n", "| 11 | 0.383 | 0:00:00.081002 | 0:00:00.016999 | 0:00:00.081002 |\n", "| 12 | 0.3617 | 0:00:00.071998 | 0:00:00.017004 | 0:00:00.071998 |\n", "| 13 | 0.3191 | 0:00:00.085000 | 0:00:00.016997 | 0:00:00.085000 |\n", "| 14 | 0.3191 | 0:00:00.082004 | 0:00:00.016997 | 0:00:00.082004 |\n", "| 15 | 0.3191 | 0:00:00.073001 | 0:00:00.021997 | 0:00:00.073001 |\n", "| Average | 0.3177 | 0:00:00.081067 | 0:00:00.019533 | 0:00:00.050300 |\n", "| Std Dev. | 0.0343 | 0.012272035225999678 | 0.0030302030862285542 | 0.03203884069844301 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.6371 | 0.0514 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.6479 | 0.0534 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6687 | 0.029 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6879 | 0.0406 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.6804 | 0.0378 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.6835 | 0.0449 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.6841 | 0.0341 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.684 | 0.0253 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.6877 | 0.0266 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.6577 | 0.0284 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.6512 | 0.0269 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.652 | 0.0441 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.6525 | 0.0425 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.647 | 0.0526 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.661 | 0.0404 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0248 | 0.0121 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.555 | 0.0675 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.6052 | 0.0795 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.6133 | 0.1062 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6402 | 0.0484 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6653 | 0.0418 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.6569 | 0.0403 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.6189 | 0.0799 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.5905 | 0.091 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.6089 | 0.0783 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.6079 | 0.0798 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.5264 | 0.1067 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.4895 | 0.0879 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.4611 | 0.056 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.4603 | 0.0559 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.4565 | 0.0601 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.5704 | 0.0719 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0711 | 0.0206 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.6371 | 0.0514 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.6479 | 0.0534 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6687 | 0.029 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6879 | 0.0406 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.6804 | 0.0378 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.6835 | 0.0449 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.6841 | 0.0341 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.684 | 0.0253 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.6877 | 0.0266 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.6577 | 0.0284 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.6512 | 0.0269 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.652 | 0.0441 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.6525 | 0.0425 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.647 | 0.0526 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.661 | 0.0404 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0248 | 0.0121 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5466 | 0.0617 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.5841 | 0.0522 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.5836 | 0.0674 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6084 | 0.0249 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6187 | 0.0248 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.6078 | 0.0183 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.568 | 0.0786 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.5349 | 0.0976 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.529 | 0.1046 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.5371 | 0.0989 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.4664 | 0.1162 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.4229 | 0.099 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.3823 | 0.0319 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.3841 | 0.0345 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.3802 | 0.0396 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.5169 | 0.0633 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0841 | 0.0326 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.6371 | 0.0514 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.6479 | 0.0534 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6687 | 0.029 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6879 | 0.0406 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.6804 | 0.0378 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.6835 | 0.0449 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.6841 | 0.0341 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.684 | 0.0253 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.6877 | 0.0266 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.6577 | 0.0284 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.6512 | 0.0269 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.652 | 0.0441 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.6525 | 0.0425 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.647 | 0.0526 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.661 | 0.0404 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0248 | 0.0121 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.546 | 0.063 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.5841 | 0.054 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.5834 | 0.0703 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6075 | 0.0265 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6186 | 0.0301 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.606 | 0.0199 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.5686 | 0.0771 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.5393 | 0.088 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.5332 | 0.0918 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.5425 | 0.0873 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.4684 | 0.1118 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.4274 | 0.0954 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.3878 | 0.0258 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.3899 | 0.0295 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.3858 | 0.0359 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.5192 | 0.0604 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0819 | 0.0297 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.5931 | 0.0689 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.6371 | 0.0514 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.6479 | 0.0534 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.6687 | 0.029 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.6879 | 0.0406 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.6804 | 0.0378 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.6835 | 0.0449 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.6841 | 0.0341 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.684 | 0.0253 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.6877 | 0.0266 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.6577 | 0.0284 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.6512 | 0.0269 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.652 | 0.0441 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.6525 | 0.0425 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.647 | 0.0526 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.661 | 0.0404 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0248 | 0.0121 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6948 | 0.0517 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.7278 | 0.0386 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.7359 | 0.04 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.7515 | 0.0217 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.7659 | 0.0304 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.7603 | 0.0283 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.7627 | 0.0337 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.7631 | 0.0256 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.763 | 0.019 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.7658 | 0.02 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.7432 | 0.0213 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.7384 | 0.0202 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.739 | 0.0331 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.7393 | 0.0319 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.7352 | 0.0395 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.7457 | 0.0303 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0186 | 0.0091 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4921 | 0.0557 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.5295 | 0.0501 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.54 | 0.0541 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.5584 | 0.0288 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.5789 | 0.0427 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.5709 | 0.0381 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.5747 | 0.0479 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.5745 | 0.035 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.5738 | 0.0265 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.5778 | 0.0273 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.5474 | 0.0287 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.541 | 0.0255 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.5431 | 0.0415 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.5434 | 0.0398 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.539 | 0.0477 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.5523 | 0.0393 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0231 | 0.01 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.4069 | 0.0689 | 0:00:00.216199 | 0:00:00.024801 | 0:00:00.241000 |\n", "| 2 | 0.3629 | 0.0514 | 0:00:00.195800 | 0:00:00.027001 | 0:00:00.222801 |\n", "| 3 | 0.3521 | 0.0534 | 0:00:00.205600 | 0:00:00.027199 | 0:00:00.232799 |\n", "| 4 | 0.3313 | 0.029 | 0:00:00.203200 | 0:00:00.028400 | 0:00:00.231600 |\n", "| 5 | 0.3121 | 0.0406 | 0:00:00.201201 | 0:00:00.026400 | 0:00:00.227601 |\n", "| 6 | 0.3196 | 0.0378 | 0:00:00.197405 | 0:00:00.028395 | 0:00:00.225800 |\n", "| 7 | 0.3207 | 0.0459 | 0:00:00.197006 | 0:00:00.030794 | 0:00:00.227800 |\n", "| 8 | 0.3235 | 0.0312 | 0:00:00.196400 | 0:00:00.028000 | 0:00:00.224400 |\n", "| 9 | 0.327 | 0.0242 | 0:00:00.199201 | 0:00:00.029000 | 0:00:00.228200 |\n", "| 10 | 0.3233 | 0.0214 | 0:00:00.197000 | 0:00:00.027200 | 0:00:00.224200 |\n", "| 11 | 0.3534 | 0.0335 | 0:00:00.205599 | 0:00:00.027401 | 0:00:00.233000 |\n", "| 12 | 0.3599 | 0.0268 | 0:00:00.198316 | 0:00:00.028599 | 0:00:00.226916 |\n", "| 13 | 0.359 | 0.0399 | 0:00:00.218425 | 0:00:00.030399 | 0:00:00.248824 |\n", "| 14 | 0.3586 | 0.0383 | 0:00:00.217800 | 0:00:00.033200 | 0:00:00.251000 |\n", "| 15 | 0.3641 | 0.0481 | 0:00:00.207002 | 0:00:00.028970 | 0:00:00.235972 |\n", "| Average | 0.345 | 0.0394 | 0:00:00.203744 | 0:00:00.028384 | 0:00:00.232127 |\n", "| Std Dev. | 0.0245 | 0.0123 | 0.0077058831 | 0.001939724 | 0.0084115357 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\Wine-an-nn'\n", "178\n", "arr (178, 13)\n", "###############\n", "k 1\n", "k 2\n", "k 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7778 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.7778 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.7778 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.75 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.7778 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.7778 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.7778 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.75 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.75 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.75 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7778 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.75 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.75 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.75 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7648 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0139 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7222 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7293 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.719 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.719 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.6964 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.719 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.719 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.719 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.7027 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.7063 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.7063 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7487 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.7063 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.7063 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.7028 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7148 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0127 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7778 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.7778 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.7778 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.75 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.7778 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.7778 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.7778 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.75 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.75 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.75 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7778 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.75 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.75 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.75 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7648 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0139 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7262 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7232 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.7262 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.7262 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.7054 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.7262 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.7262 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.7262 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.7054 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.7054 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.7054 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7609 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.7054 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.7054 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.7054 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7186 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.015 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7778 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.7778 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.7778 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.75 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.7778 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.7778 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.7778 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.75 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.75 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.75 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7778 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.75 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.75 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.75 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7648 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0139 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7236 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7256 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.7214 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.7214 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.6968 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.7214 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.7214 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.7214 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.6957 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.6988 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.6988 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7405 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.6988 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.6988 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.7004 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7123 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0139 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.7778 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.7778 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.7778 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.7778 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.75 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.7778 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.7778 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.7778 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.75 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.75 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.75 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.7778 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.75 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.75 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.75 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.7648 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0139 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.8333 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.8333 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.8333 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.8333 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.8125 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.8333 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.8333 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.8333 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.8125 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.8125 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.8125 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.8333 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.8125 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.8125 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.8125 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.8236 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0104 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.679 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.679 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.679 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.679 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.6458 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.679 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.679 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.679 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.6458 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.6458 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.6458 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.679 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.6458 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.6458 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.6458 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.6635 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0166 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 1 | 0.25 | 0:00:00.042001 | 0:00:00.012000 | 0:00:00.042001 |\n", "| 2 | 0.25 | 0:00:00.042001 | 0:00:00.010998 | 0:00:00.042001 |\n", "| 3 | 0.25 | 0:00:00.052002 | 0:00:00.013002 | 0:00:00.052002 |\n", "| 4 | 0.25 | 0:00:00.042001 | 0:00:00.011999 | 0:00:00.042001 |\n", "| 5 | 0.2778 | 0:00:00.041997 | 0:00:00.013000 | 0:00:00.041997 |\n", "| 6 | 0.25 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 7 | 0.25 | 0:00:00.042000 | 0:00:00.014000 | 0:00:00.042000 |\n", "| 8 | 0.25 | 0:00:00.043999 | 0:00:00.012002 | 0:00:00.043999 |\n", "| 9 | 0.3056 | 0:00:00.042001 | 0:00:00.012999 | 0:00:00.042001 |\n", "| 10 | 0.2778 | 0:00:00.052999 | 0:00:00.013001 | 0:00:00.052999 |\n", "| 11 | 0.2778 | 0:00:00.047000 | 0:00:00.020999 | 0:00:00.047000 |\n", "| 12 | 0.25 | 0:00:00.045001 | 0:00:00.012000 | 0:00:00.045001 |\n", "| 13 | 0.2778 | 0:00:00.042000 | 0:00:00.011999 | 0:00:00.042000 |\n", "| 14 | 0.2778 | 0:00:00.042001 | 0:00:00.014999 | 0:00:00.042001 |\n", "| 15 | 0.25 | 0:00:00.065001 | 0:00:00.017003 | 0:00:00.065001 |\n", "| Average | 0.263 | 0:00:00.045667 | 0:00:00.013533 | 0:00:00.029600 |\n", "| Std Dev. | 0.0172 | 0.0062575826441384486 | 0.002446082853029826 | 0.01675443339414323 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7241 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6207 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6207 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.5862 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7586 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7241 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.7931 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7241 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.6897 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.6897 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.6897 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.6897 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.6897 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.6897 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.6989 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.057 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8009 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7269 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6402 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6402 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.5892 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7477 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7403 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.7963 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7524 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.7359 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.7359 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.7359 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.7359 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.7359 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.7359 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.7233 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.0553 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7241 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6207 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6207 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.5862 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7586 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7241 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.7931 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7241 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.6897 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.6897 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.6897 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.6897 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.6897 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.6897 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.6989 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.057 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8009 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7269 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6343 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6343 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.5926 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7639 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.75 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.8056 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.75 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.713 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.713 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.713 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.713 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.713 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.713 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.7157 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.0569 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7241 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6207 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6207 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.5862 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7586 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7241 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.7931 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7241 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.6897 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.6897 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.6897 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.6897 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.6897 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.6897 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.6989 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.057 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.799 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7269 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6336 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6336 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.59 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7508 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7211 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.792 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7263 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.6973 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.6973 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.6973 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.6973 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.6973 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.6973 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.7038 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.0538 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.7931 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7241 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.6207 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.6207 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.5862 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.7586 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7241 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.7931 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7241 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.6897 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.6897 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.6897 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.6897 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.6897 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.6897 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.6989 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.057 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.8448 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.7931 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.7155 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.7155 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.6897 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.819 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.7931 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.8448 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.7931 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.7672 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.7672 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.7672 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.7672 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.7672 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.7672 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.7741 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.0427 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.698 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.6163 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.5117 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.5117 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.4816 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.656 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.6163 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.698 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.6163 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.5791 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.5791 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.5791 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.5791 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.5791 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.5791 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.592 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.0602 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 1 | 0.2069 | 0:00:00.037000 | 0:00:00.014004 | 0:00:00.037000 |\n", "| 2 | 0.2759 | 0:00:00.036996 | 0:00:00.014015 | 0:00:00.036996 |\n", "| 3 | 0.3793 | 0:00:00.031988 | 0:00:00.011997 | 0:00:00.031988 |\n", "| 4 | 0.3793 | 0:00:00.037001 | 0:00:00.017998 | 0:00:00.037001 |\n", "| 5 | 0.4483 | 0:00:00.031002 | 0:00:00.013998 | 0:00:00.031002 |\n", "| 6 | 0.2759 | 0:00:00.046006 | 0:00:00.013996 | 0:00:00.046006 |\n", "| 7 | 0.3103 | 0:00:00.036998 | 0:00:00.009999 | 0:00:00.036998 |\n", "| 8 | 0.2414 | 0:00:00.028000 | 0:00:00.010002 | 0:00:00.028000 |\n", "| 9 | 0.3103 | 0:00:00.029001 | 0:00:00.010002 | 0:00:00.029001 |\n", "| 10 | 0.3793 | 0:00:00.027999 | 0:00:00.010002 | 0:00:00.027999 |\n", "| 11 | 0.3793 | 0:00:00.047006 | 0:00:00.020993 | 0:00:00.047006 |\n", "| 12 | 0.3793 | 0:00:00.031999 | 0:00:00.011000 | 0:00:00.031999 |\n", "| 13 | 0.3793 | 0:00:00.060999 | 0:00:00.019001 | 0:00:00.060999 |\n", "| 14 | 0.3793 | 0:00:00.030997 | 0:00:00.012001 | 0:00:00.030997 |\n", "| 15 | 0.3793 | 0:00:00.029000 | 0:00:00.011002 | 0:00:00.029000 |\n", "| Average | 0.3402 | 0:00:00.036133 | 0:00:00.013334 | 0:00:00.024733 |\n", "| Std Dev. | 0.064 | 0.008786663935792801 | 0.0033981194335709606 | 0.01320314803653052 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 1\n", "k 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8261 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8261 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.7826 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.7826 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.8696 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.8261 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.8696 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.8696 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.8696 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.8696 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.8696 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.8696 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.8696 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.8696 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8464 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0312 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8078 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8492 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8611 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.8278 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.8278 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.9333 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.85 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.9333 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.9333 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.9333 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.9333 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.9333 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.9333 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.9333 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.9333 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8949 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0484 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8261 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8261 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.7826 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.7826 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.8696 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.8261 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.8696 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.8696 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.8696 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.8696 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.8696 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.8696 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.8696 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.8696 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8464 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0312 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8222 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8222 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8111 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.7556 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.7556 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.8111 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.7556 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.8111 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.8111 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.8111 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.8111 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.8111 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.8111 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.8111 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.8111 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8015 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0233 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8261 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8261 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.7826 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.7826 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.8696 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.8261 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.8696 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.8696 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.8696 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.8696 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.8696 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.8696 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.8696 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.8696 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8464 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0312 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8129 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8305 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8135 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.7731 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.7731 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.8493 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.7852 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.8493 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.8493 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.8493 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.8493 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.8493 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.8493 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.8493 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.8493 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8288 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0287 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8261 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8261 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8261 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.7826 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.7826 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.8696 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.8261 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.8696 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.8696 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.8696 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.8696 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.8696 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.8696 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.8696 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.8696 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8464 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0312 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.8696 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.8696 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.8696 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.837 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.837 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.9022 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.8696 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.9022 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.9022 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.9022 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.9022 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.9022 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.9022 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.9022 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.9022 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.8848 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0234 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.7404 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.7404 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.7404 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.6849 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.6849 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.7996 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.7404 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.7996 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.7996 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.7996 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.7996 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.7996 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.7996 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.7996 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.7996 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.7685 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0415 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 1 | 0.2609 | 0:00:00.019001 | 0:00:00.007000 | 0:00:00.019001 |\n", "| 2 | 0.3043 | 0:00:00.021000 | 0:00:00.009001 | 0:00:00.021000 |\n", "| 3 | 0.2609 | 0:00:00.021001 | 0:00:00.008004 | 0:00:00.021001 |\n", "| 4 | 0.3478 | 0:00:00.019997 | 0:00:00.006999 | 0:00:00.019997 |\n", "| 5 | 0.3478 | 0:00:00.020998 | 0:00:00.007000 | 0:00:00.020998 |\n", "| 6 | 0.1739 | 0:00:00.023000 | 0:00:00.007000 | 0:00:00.023000 |\n", "| 7 | 0.2174 | 0:00:00.019998 | 0:00:00.008001 | 0:00:00.019998 |\n", "| 8 | 0.1739 | 0:00:00.027000 | 0:00:00.008001 | 0:00:00.027000 |\n", "| 9 | 0.1739 | 0:00:00.025999 | 0:00:00.009001 | 0:00:00.025999 |\n", "| 10 | 0.1739 | 0:00:00.023000 | 0:00:00.008001 | 0:00:00.023000 |\n", "| 11 | 0.1739 | 0:00:00.018999 | 0:00:00.008000 | 0:00:00.018999 |\n", "| 12 | 0.1739 | 0:00:00.017999 | 0:00:00.008001 | 0:00:00.017999 |\n", "| 13 | 0.1739 | 0:00:00.029999 | 0:00:00.009001 | 0:00:00.029999 |\n", "| 14 | 0.1739 | 0:00:00.016999 | 0:00:00.008001 | 0:00:00.016999 |\n", "| 15 | 0.1739 | 0:00:00.030999 | 0:00:00.009001 | 0:00:00.030999 |\n", "| Average | 0.2203 | 0:00:00.022399 | 0:00:00.008001 | 0:00:00.015200 |\n", "| Std Dev. | 0.0644 | 0.0041279663297098985 | 0.0007306361992809798 | 0.007785687880605319 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5556 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5556 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.5 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.5556 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.5 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.6111 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5556 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5556 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.6667 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.6111 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.6111 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5556 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.5 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5556 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5556 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0537 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4266 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5111 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.4444 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.4899 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.4444 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.5732 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5111 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5111 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.6667 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.5732 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.5732 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5111 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.4596 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5111 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5138 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0605 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5556 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5556 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.5 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.5556 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.5 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.6111 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5556 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5556 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.6667 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.6111 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.6111 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5556 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.5 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5556 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5556 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0537 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4667 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5333 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5333 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.4778 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.5111 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.4778 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.5667 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5333 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5333 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.6 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.5667 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.5667 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5333 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.4778 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5333 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5274 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0378 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5556 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5556 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.5 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.5556 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.5 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.6111 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5556 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5556 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.6667 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.6111 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.6111 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5556 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.5 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5556 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5556 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0537 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4331 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5152 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.4545 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.4889 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.4545 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.5556 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5152 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5152 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.598 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.5556 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.5556 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5152 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.4571 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5152 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5086 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0443 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.4444 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5556 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.5556 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.5 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.5556 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.5 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.6111 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.5556 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.5556 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.6667 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.6111 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.6111 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.5556 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.5 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.5556 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5556 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0537 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.5833 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.6667 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.6667 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.625 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.6667 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.625 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.7083 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.6667 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.6667 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.75 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.7083 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.7083 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.6667 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.625 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.6667 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.6667 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0403 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.3827 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.4568 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.4568 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.4167 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.4568 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.4167 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.5031 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.4568 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.4568 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.5556 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.5031 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.5031 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.4568 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.4167 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.4568 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.4597 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0419 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 1 | 0.6667 | 0:00:00.012999 | 0:00:00.006001 | 0:00:00.012999 |\n", "| 2 | 0.5556 | 0:00:00.017998 | 0:00:00.008000 | 0:00:00.017998 |\n", "| 3 | 0.6111 | 0:00:00.013000 | 0:00:00.006002 | 0:00:00.013000 |\n", "| 4 | 0.6111 | 0:00:00.012001 | 0:00:00.006000 | 0:00:00.012001 |\n", "| 5 | 0.5556 | 0:00:00.018999 | 0:00:00.008001 | 0:00:00.018999 |\n", "| 6 | 0.6111 | 0:00:00.016041 | 0:00:00.009991 | 0:00:00.016041 |\n", "| 7 | 0.5556 | 0:00:00.014967 | 0:00:00.006000 | 0:00:00.014967 |\n", "| 8 | 0.6111 | 0:00:00.012999 | 0:00:00.006002 | 0:00:00.012999 |\n", "| 9 | 0.6111 | 0:00:00.014999 | 0:00:00.008001 | 0:00:00.014999 |\n", "| 10 | 0.5 | 0:00:00.014999 | 0:00:00.007001 | 0:00:00.014999 |\n", "| 11 | 0.5556 | 0:00:00.011999 | 0:00:00.005999 | 0:00:00.011999 |\n", "| 12 | 0.5556 | 0:00:00.011002 | 0:00:00.006001 | 0:00:00.011002 |\n", "| 13 | 0.6111 | 0:00:00.011999 | 0:00:00.006001 | 0:00:00.011999 |\n", "| 14 | 0.6667 | 0:00:00.012000 | 0:00:00.005999 | 0:00:00.012000 |\n", "| 15 | 0.6111 | 0:00:00.012000 | 0:00:00.007000 | 0:00:00.012000 |\n", "| Average | 0.5926 | 0:00:00.013867 | 0:00:00.006800 | 0:00:00.010333 |\n", "| Std Dev. | 0.0438 | 0.002306635862095952 | 0.0011643926645878019 | 0.003977928259143246 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8667 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.8 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.8 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.8 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.8 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.8 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.7333 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.7333 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.7333 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6667 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.6 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.5333 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.5333 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.5333 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.5333 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6978 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1164 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.9048 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.8214 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.8214 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.8214 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.8214 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.8214 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.7714 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.7714 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.7714 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6548 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.5492 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.4881 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.4881 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.4881 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.4881 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6988 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1495 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8667 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.8 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.8 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.8 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.8 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.8 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.7333 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.7333 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.7333 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6667 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.6 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.5333 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.5333 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.5333 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.5333 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6978 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1164 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8611 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.8056 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.8056 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.8056 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.8056 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.8056 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.75 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.75 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.75 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6667 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.5833 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.5278 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.5278 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.5278 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.5278 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.7 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1218 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8667 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.8 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.8 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.8 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.8 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.8 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.7333 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.7333 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.7333 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6667 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.6 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.5333 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.5333 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.5333 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.5333 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6978 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1164 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+--------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8665 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.7944 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.7944 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.7944 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.7944 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.7944 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.7222 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.7222 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.7222 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6444 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.5548 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.4944 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.4944 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.4944 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.4944 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6788 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1317 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+-----------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.8667 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.8 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.8 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.8 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.8 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.8 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.7333 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.7333 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.7333 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.6667 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.6 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.5333 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.5333 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.5333 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.5333 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6978 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1164 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+-----------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.9 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.85 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.85 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.85 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.85 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.85 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.8 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.8 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.8 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.75 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.7 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.65 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.65 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.65 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.65 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.7733 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.0873 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.7956 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.7067 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.7067 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.7067 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.7067 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.7067 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.6267 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.6267 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.6267 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.5556 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.4933 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.44 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.44 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.44 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.44 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.6012 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1192 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+-----------------------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "| 1 | 0.2 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 2 | 0.2667 | 0:00:00.008999 | 0:00:00.004000 | 0:00:00.008999 |\n", "| 3 | 0.2667 | 0:00:00.010000 | 0:00:00.004000 | 0:00:00.010000 |\n", "| 4 | 0.2667 | 0:00:00.009000 | 0:00:00.005000 | 0:00:00.009000 |\n", "| 5 | 0.2667 | 0:00:00.010001 | 0:00:00.004000 | 0:00:00.010001 |\n", "| 6 | 0.2667 | 0:00:00.008998 | 0:00:00.005000 | 0:00:00.008998 |\n", "| 7 | 0.3333 | 0:00:00.010000 | 0:00:00.005000 | 0:00:00.010000 |\n", "| 8 | 0.3333 | 0:00:00.008000 | 0:00:00.005003 | 0:00:00.008000 |\n", "| 9 | 0.3333 | 0:00:00.008997 | 0:00:00.006000 | 0:00:00.008997 |\n", "| 10 | 0.4 | 0:00:00.009000 | 0:00:00.005001 | 0:00:00.009000 |\n", "| 11 | 0.4667 | 0:00:00.009000 | 0:00:00.004999 | 0:00:00.009000 |\n", "| 12 | 0.5333 | 0:00:00.010002 | 0:00:00.006000 | 0:00:00.010002 |\n", "| 13 | 0.5333 | 0:00:00.007998 | 0:00:00.005000 | 0:00:00.007998 |\n", "| 14 | 0.5333 | 0:00:00.008001 | 0:00:00.005001 | 0:00:00.008001 |\n", "| 15 | 0.5333 | 0:00:00.007998 | 0:00:00.005001 | 0:00:00.007998 |\n", "| Average | 0.3689 | 0:00:00.009000 | 0:00:00.004934 | 0:00:00.006967 |\n", "| Std Dev. | 0.1164 | 0.0007308323061498972 | 0.0005734161720391601 | 0.0021364913272155757 |\n", "+----------+--------+-----------------------+-----------------------+-----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7367 | 0.0966 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.716 | 0.1075 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6962 | 0.1176 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.6949 | 0.103 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7412 | 0.1263 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7345 | 0.0715 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.7459 | 0.1048 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7265 | 0.1003 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.7285 | 0.0768 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.7041 | 0.0992 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6963 | 0.1188 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.6796 | 0.1248 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.6685 | 0.1372 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6796 | 0.1248 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.7127 | 0.1107 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0249 | 0.0206 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7325 | 0.1635 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7253 | 0.1228 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.7106 | 0.1263 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6906 | 0.1413 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.685 | 0.1314 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7332 | 0.1623 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7308 | 0.0905 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.7462 | 0.1372 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7342 | 0.1357 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.7394 | 0.1012 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.6996 | 0.1375 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6958 | 0.1543 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.6749 | 0.1632 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.6646 | 0.1745 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6742 | 0.1631 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.7091 | 0.1403 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0263 | 0.0232 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7367 | 0.0966 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.716 | 0.1075 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6962 | 0.1176 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.6949 | 0.103 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7412 | 0.1263 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7345 | 0.0715 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.7459 | 0.1048 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7265 | 0.1003 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.7285 | 0.0768 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.7041 | 0.0992 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6963 | 0.1188 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.6796 | 0.1248 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.6685 | 0.1372 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6796 | 0.1248 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.7127 | 0.1107 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0249 | 0.0206 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7354 | 0.1414 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7222 | 0.1026 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.7021 | 0.1061 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6799 | 0.1154 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.674 | 0.1078 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7169 | 0.1235 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7097 | 0.0722 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.7252 | 0.1013 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.71 | 0.0945 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.6992 | 0.0688 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.6759 | 0.0906 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6759 | 0.1102 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.6581 | 0.1106 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.647 | 0.1245 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6581 | 0.1106 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.6926 | 0.1053 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0266 | 0.0182 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7367 | 0.0966 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.716 | 0.1075 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6962 | 0.1176 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.6949 | 0.103 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7412 | 0.1263 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7345 | 0.0715 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.7459 | 0.1048 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7265 | 0.1003 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.7285 | 0.0768 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.7041 | 0.0992 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6963 | 0.1188 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.6796 | 0.1248 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.6685 | 0.1372 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6796 | 0.1248 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.7127 | 0.1107 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0249 | 0.0206 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.727 | 0.1539 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7155 | 0.115 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.6956 | 0.1102 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6754 | 0.1236 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.6687 | 0.1149 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7141 | 0.1368 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7011 | 0.0768 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.72 | 0.113 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7017 | 0.1074 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.6976 | 0.0846 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.6712 | 0.1096 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6674 | 0.1279 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.651 | 0.1317 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.6394 | 0.145 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6513 | 0.1318 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.6865 | 0.1188 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0268 | 0.0199 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7416 | 0.1517 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.7367 | 0.0966 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.716 | 0.1075 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.6962 | 0.1176 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.6949 | 0.103 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.7412 | 0.1263 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.7345 | 0.0715 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.7459 | 0.1048 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7265 | 0.1003 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.7285 | 0.0768 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.7041 | 0.0992 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6963 | 0.1188 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.6796 | 0.1248 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.6685 | 0.1372 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.6796 | 0.1248 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.7127 | 0.1107 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0249 | 0.0206 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.8062 | 0.1138 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.8025 | 0.0724 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.787 | 0.0807 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.7722 | 0.0882 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.7712 | 0.0772 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.8059 | 0.0947 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.8009 | 0.0537 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.8094 | 0.0786 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.7949 | 0.0752 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.7964 | 0.0576 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.778 | 0.0744 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.7722 | 0.0891 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.7597 | 0.0936 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.7514 | 0.1029 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.7597 | 0.0936 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.7845 | 0.083 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0187 | 0.0154 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.6591 | 0.1439 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.6398 | 0.1002 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.6189 | 0.113 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.5998 | 0.1151 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.5952 | 0.105 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.6516 | 0.1272 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.6331 | 0.0785 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.652 | 0.1126 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.629 | 0.1088 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.6271 | 0.0924 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.6042 | 0.1123 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.6002 | 0.1277 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.5843 | 0.1321 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.5762 | 0.1406 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.5843 | 0.1321 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.617 | 0.1161 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0261 | 0.0175 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.3169 | 0.1765 | 0:00:00.024000 | 0:00:00.008801 | 0:00:00.032801 |\n", "| 2 | 0.3305 | 0.1139 | 0:00:00.025399 | 0:00:00.009203 | 0:00:00.034602 |\n", "| 3 | 0.3536 | 0.137 | 0:00:00.025598 | 0:00:00.008601 | 0:00:00.034199 |\n", "| 4 | 0.371 | 0.1294 | 0:00:00.024000 | 0:00:00.009599 | 0:00:00.033599 |\n", "| 5 | 0.3792 | 0.1094 | 0:00:00.024600 | 0:00:00.009200 | 0:00:00.033800 |\n", "| 6 | 0.3155 | 0.1521 | 0:00:00.027409 | 0:00:00.009797 | 0:00:00.037206 |\n", "| 7 | 0.3333 | 0.1186 | 0:00:00.024793 | 0:00:00.008600 | 0:00:00.033393 |\n", "| 8 | 0.3219 | 0.1532 | 0:00:00.023999 | 0:00:00.008202 | 0:00:00.032201 |\n", "| 9 | 0.3469 | 0.1435 | 0:00:00.024199 | 0:00:00.009200 | 0:00:00.033400 |\n", "| 10 | 0.3462 | 0.1114 | 0:00:00.025599 | 0:00:00.008601 | 0:00:00.034201 |\n", "| 11 | 0.3706 | 0.1348 | 0:00:00.026801 | 0:00:00.012198 | 0:00:00.038999 |\n", "| 12 | 0.3784 | 0.1508 | 0:00:00.023200 | 0:00:00.008600 | 0:00:00.031801 |\n", "| 13 | 0.3951 | 0.1604 | 0:00:00.030599 | 0:00:00.010200 | 0:00:00.040800 |\n", "| 14 | 0.4062 | 0.1762 | 0:00:00.022000 | 0:00:00.009200 | 0:00:00.031200 |\n", "| 15 | 0.3895 | 0.1648 | 0:00:00.028999 | 0:00:00.009802 | 0:00:00.038801 |\n", "| Average | 0.357 | 0.1421 | 0:00:00.025413 | 0:00:00.009320 | 0:00:00.034733 |\n", "| Std Dev. | 0.0287 | 0.0218 | 0.0021725326 | 0.0009395892 | 0.0027713487 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Noisy Dataets\\\\z-page-blocks-an-nn'\n", "5473\n", "arr (5473, 10)\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9616 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.9653 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.9644 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.9653 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.9662 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.9653 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.9653 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9653 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9644 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9662 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9671 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9671 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9671 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9662 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9662 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.9655 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0014 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.7439 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.8039 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.7841 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.7992 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.7997 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.7923 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.805 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9237 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9164 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9433 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9465 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9465 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9465 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9397 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9461 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.8691 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0759 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9616 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.9653 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.9644 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.9653 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.9662 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.9653 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.9653 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9653 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9644 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9662 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9671 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9671 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9671 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9662 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9662 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.9655 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0014 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.6576 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.6878 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.6448 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.6297 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.6329 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.6204 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.6174 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.6046 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.5921 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.6023 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.6025 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.6025 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.6025 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.59 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.5992 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.6191 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0264 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9616 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.9653 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.9644 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.9653 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.9662 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.9653 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.9653 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9653 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9644 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9662 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9671 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9671 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9671 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9662 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9662 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.9655 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0014 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.6906 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.7338 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.6937 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.6904 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.6923 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.6808 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.6827 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.6882 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.675 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.6881 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.6897 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.6897 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.6897 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.6749 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.6877 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.6898 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.013 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9616 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.9653 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.9644 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.9653 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.9662 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.9653 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.9653 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9653 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9644 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9662 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9671 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9671 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9671 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9662 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9662 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.9655 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0014 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.976 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.9783 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.9777 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.9783 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.9789 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.9783 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.9783 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9783 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9777 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9789 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9795 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9795 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9795 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9789 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9789 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.9785 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0008 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9324 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.9387 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.9372 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.9387 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.9403 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.9387 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.9387 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.9387 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.9372 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.9403 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.9419 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.9419 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.9419 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.9403 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.9403 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.9392 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0023 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.0922 | 0:00:07.383561 | 0:00:00.614001 | 0:00:07.383561 |\n", "| 2 | 0.0877 | 0:00:07.499998 | 0:00:00.637001 | 0:00:07.499998 |\n", "| 3 | 0.0877 | 0:00:08.532999 | 0:00:00.636002 | 0:00:08.532999 |\n", "| 4 | 0.084 | 0:00:08.440997 | 0:00:00.628174 | 0:00:08.440997 |\n", "| 5 | 0.0831 | 0:00:09.574137 | 0:00:00.766999 | 0:00:09.574137 |\n", "| 6 | 0.0868 | 0:00:10.088999 | 0:00:01.009521 | 0:00:10.088999 |\n", "| 7 | 0.084 | 0:00:12.129335 | 0:00:00.729000 | 0:00:12.129335 |\n", "| 8 | 0.0849 | 0:00:10.410182 | 0:00:00.704006 | 0:00:10.410182 |\n", "| 9 | 0.0886 | 0:00:08.923692 | 0:00:00.650999 | 0:00:08.923692 |\n", "| 10 | 0.0831 | 0:00:09.250003 | 0:00:00.666996 | 0:00:09.250003 |\n", "| 11 | 0.0822 | 0:00:09.147000 | 0:00:00.671000 | 0:00:09.147000 |\n", "| 12 | 0.0822 | 0:00:09.159000 | 0:00:00.870000 | 0:00:09.159000 |\n", "| 13 | 0.0822 | 0:00:10.183000 | 0:00:00.741003 | 0:00:10.183000 |\n", "| 14 | 0.0858 | 0:00:09.187999 | 0:00:00.663001 | 0:00:09.187999 |\n", "| 15 | 0.0831 | 0:00:09.255998 | 0:00:00.704999 | 0:00:09.255998 |\n", "| Average | 0.0852 | 0:00:09.277793 | 0:00:00.712847 | 0:00:04.995320 |\n", "| Std Dev. | 0.0028 | 1.1298497134777705 | 0.10184942153300534 | 4.3569535321018895 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9521 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.9555 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.9612 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.9578 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.96 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.9566 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9566 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.9578 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.9578 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.9578 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9589 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9589 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9589 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9578 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9578 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.9577 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.002 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.7823 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.795 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.875 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.8148 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.8243 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.7849 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9044 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.8156 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.8156 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.8156 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9156 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9332 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9332 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9302 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9302 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.858 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.0583 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9521 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.9555 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.9612 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.9578 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.96 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.9566 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9566 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.9578 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.9578 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.9578 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9589 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9589 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9589 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9578 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9578 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.9577 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.002 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.6731 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.7123 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.7246 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.7128 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.7263 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.7089 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.6351 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.6335 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.6335 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.6335 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.6337 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.6337 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.6337 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.6242 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.6242 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.6629 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.0399 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9521 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.9555 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.9612 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.9578 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.96 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.9566 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9566 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.9578 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.9578 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.9578 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9589 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9589 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9589 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9578 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9578 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.9577 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.002 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 1 | 0.7146 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.7488 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.7877 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.7563 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.7688 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.7363 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.723 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.7024 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.7024 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.7024 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.7225 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.7259 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.7259 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.7156 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.7156 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.7299 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.0245 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.9521 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.9555 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.9612 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.9578 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.96 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.9566 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9566 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.9578 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.9578 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.9578 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9589 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9589 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9589 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9578 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9578 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.9577 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.002 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.97 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.9722 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.9757 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.9736 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.975 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.9729 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9729 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.9736 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.9736 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.9736 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9743 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9743 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9743 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9736 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9736 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.9736 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.0013 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| 1 | 0.916 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.9218 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.9316 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.9258 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.9297 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.9238 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.9238 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.9258 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.9258 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.9258 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.9277 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.9277 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.9277 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.9258 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.9258 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.9256 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.0035 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 1 | 0.1221 | 0:00:06.442002 | 0:00:00.508000 | 0:00:06.442002 |\n", "| 2 | 0.1176 | 0:00:07.273000 | 0:00:00.612000 | 0:00:07.273000 |\n", "| 3 | 0.1084 | 0:00:07.162000 | 0:00:00.566999 | 0:00:07.162000 |\n", "| 4 | 0.1096 | 0:00:06.826036 | 0:00:00.508440 | 0:00:06.826036 |\n", "| 5 | 0.105 | 0:00:06.945662 | 0:00:00.657998 | 0:00:06.945662 |\n", "| 6 | 0.1073 | 0:00:07.588000 | 0:00:00.583999 | 0:00:07.588000 |\n", "| 7 | 0.105 | 0:00:07.849000 | 0:00:00.691999 | 0:00:07.849000 |\n", "| 8 | 0.105 | 0:00:08.709004 | 0:00:00.603998 | 0:00:08.709004 |\n", "| 9 | 0.105 | 0:00:09.264999 | 0:00:00.665004 | 0:00:09.264999 |\n", "| 10 | 0.105 | 0:00:07.256998 | 0:00:00.620001 | 0:00:07.256998 |\n", "| 11 | 0.1027 | 0:00:08.019997 | 0:00:00.618001 | 0:00:08.019997 |\n", "| 12 | 0.1005 | 0:00:07.598000 | 0:00:00.541000 | 0:00:07.598000 |\n", "| 13 | 0.1005 | 0:00:07.538002 | 0:00:00.588998 | 0:00:07.538002 |\n", "| 14 | 0.105 | 0:00:07.046002 | 0:00:00.549997 | 0:00:07.046002 |\n", "| 15 | 0.105 | 0:00:06.992000 | 0:00:00.529002 | 0:00:06.992000 |\n", "| Average | 0.1069 | 0:00:07.500713 | 0:00:00.589696 | 0:00:04.045205 |\n", "| Std Dev. | 0.0057 | 0.7098250553788606 | 0.05457697730054648 | 3.4919845917988925 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9501 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.9586 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.9558 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.9558 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.9515 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.9501 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.9515 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.9515 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.9529 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.9515 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.9529 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.9544 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.9544 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.9529 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.9529 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.9531 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0023 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.8204 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.8623 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.8427 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.8481 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.8465 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.8456 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.8386 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.8577 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.863 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.8577 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.8877 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.8887 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.893 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.8922 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.8922 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.8624 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0224 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9501 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.9586 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.9558 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.9558 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.9515 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.9501 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.9515 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.9515 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.9529 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.9515 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.9529 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.9544 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.9544 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.9529 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.9529 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.9531 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0023 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7054 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.7359 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.7137 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.7029 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.6176 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.6123 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.6176 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.6127 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.613 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.6127 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.613 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.6182 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.6133 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.608 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.608 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.6403 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0453 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9501 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.9586 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.9558 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.9558 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.9515 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.9501 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.9515 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.9515 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.9529 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.9515 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.9529 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.9544 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.9544 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.9529 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.9529 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.9531 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0023 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7368 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.7768 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.7516 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.7398 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.6529 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.6496 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.6575 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.6565 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.659 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.6565 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.659 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.6624 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.6615 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.6581 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.6581 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.6824 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0424 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9501 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.9586 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.9558 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.9558 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.9515 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.9501 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.9515 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.9515 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.9529 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.9515 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.9529 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.9544 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.9544 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.9529 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.9529 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.9531 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0023 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9688 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.9741 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.9724 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.9724 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.9697 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.9688 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.9697 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.9697 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.9706 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.9697 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.9706 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.9715 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.9715 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.9706 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.9706 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.9707 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0014 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9126 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.9272 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.9224 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.9224 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.915 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.9126 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.915 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.915 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.9175 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.915 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.9175 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.9199 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.9199 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.9175 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.9175 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.9178 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0039 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.1355 | 0:00:04.263999 | 0:00:00.383001 | 0:00:04.263999 |\n", "| 2 | 0.1113 | 0:00:04.296000 | 0:00:00.397998 | 0:00:04.296000 |\n", "| 3 | 0.1227 | 0:00:04.341002 | 0:00:00.396001 | 0:00:04.341002 |\n", "| 4 | 0.1227 | 0:00:04.285998 | 0:00:00.410999 | 0:00:04.285998 |\n", "| 5 | 0.1298 | 0:00:04.408002 | 0:00:00.416001 | 0:00:04.408002 |\n", "| 6 | 0.1312 | 0:00:04.473996 | 0:00:00.472000 | 0:00:04.473996 |\n", "| 7 | 0.1312 | 0:00:04.489001 | 0:00:00.473002 | 0:00:04.489001 |\n", "| 8 | 0.127 | 0:00:04.885999 | 0:00:00.473999 | 0:00:04.885999 |\n", "| 9 | 0.1255 | 0:00:04.409998 | 0:00:00.438000 | 0:00:04.409998 |\n", "| 10 | 0.127 | 0:00:04.346000 | 0:00:00.443002 | 0:00:04.346000 |\n", "| 11 | 0.1213 | 0:00:04.636000 | 0:00:00.422000 | 0:00:04.636000 |\n", "| 12 | 0.1198 | 0:00:05.976003 | 0:00:00.426998 | 0:00:05.976003 |\n", "| 13 | 0.1198 | 0:00:04.647916 | 0:00:00.560000 | 0:00:04.647916 |\n", "| 14 | 0.1213 | 0:00:04.548996 | 0:00:00.387000 | 0:00:04.548996 |\n", "| 15 | 0.1213 | 0:00:04.233001 | 0:00:00.407999 | 0:00:04.233001 |\n", "| Average | 0.1245 | 0:00:04.549461 | 0:00:00.433867 | 0:00:02.491664 |\n", "| Std Dev. | 0.0058 | 0.41748581224538844 | 0.044579492196524476 | 2.079103115401013 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 1\n", "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9537 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.9537 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.9572 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.9572 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.9572 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.959 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.9554 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.9572 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.9572 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.9554 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.9554 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.9537 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.9537 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.9554 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.9537 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.9557 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0017 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.8259 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.8203 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.8406 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.8878 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.8878 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.8914 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.8565 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.8604 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.8604 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.86 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.86 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.8596 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.7633 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.7676 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.7633 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.8403 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0425 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9537 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.9537 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.9572 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.9572 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.9572 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.959 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.9554 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.9572 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.9572 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.9554 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.9554 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.9537 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.9537 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.9554 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.9537 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.9557 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0017 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7145 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.7368 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.713 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.6678 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.6678 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.6682 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.6384 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.6388 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.6388 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.6206 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.6206 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.6024 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.5778 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.5782 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.5778 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.6441 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.049 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9537 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.9537 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.9572 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.9572 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.9572 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.959 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.9554 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.9572 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.9572 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.9554 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.9554 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.9537 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.9537 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.9554 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.9537 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.9557 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0017 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 1 | 0.7569 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.7687 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.7534 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.7375 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.7375 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.7397 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.7038 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.706 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.706 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.693 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.693 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.6784 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.6405 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.6428 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.6405 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.7065 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0413 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9537 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.9537 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.9572 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.9572 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.9572 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.959 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.9554 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.9572 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.9572 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.9554 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.9554 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.9537 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.9537 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.9554 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.9537 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.9557 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0017 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.971 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.971 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.9733 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.9733 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.9733 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.9744 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.9721 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.9733 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.9733 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.9721 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.9721 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.971 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.971 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.9721 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.971 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.9723 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0011 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 1 | 0.9187 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.9187 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.9248 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.9248 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.9248 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.9279 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.9218 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.9248 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.9248 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.9218 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.9218 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.9187 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.9187 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.9218 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.9187 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.9222 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0029 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 1 | 0.098 | 0:00:02.625999 | 0:00:00.286003 | 0:00:02.625999 |\n", "| 2 | 0.0945 | 0:00:02.545997 | 0:00:00.302003 | 0:00:02.545997 |\n", "| 3 | 0.0909 | 0:00:02.580997 | 0:00:00.289002 | 0:00:02.580997 |\n", "| 4 | 0.0909 | 0:00:02.520998 | 0:00:00.292003 | 0:00:02.520998 |\n", "| 5 | 0.0909 | 0:00:02.522999 | 0:00:00.294001 | 0:00:02.522999 |\n", "| 6 | 0.0891 | 0:00:02.616066 | 0:00:00.401933 | 0:00:02.616066 |\n", "| 7 | 0.098 | 0:00:02.842999 | 0:00:00.320000 | 0:00:02.842999 |\n", "| 8 | 0.0963 | 0:00:02.715000 | 0:00:00.320001 | 0:00:02.715000 |\n", "| 9 | 0.0963 | 0:00:02.942063 | 0:00:00.333001 | 0:00:02.942063 |\n", "| 10 | 0.1016 | 0:00:03.172999 | 0:00:00.336999 | 0:00:03.172999 |\n", "| 11 | 0.1016 | 0:00:02.861000 | 0:00:00.325001 | 0:00:02.861000 |\n", "| 12 | 0.107 | 0:00:03.090999 | 0:00:00.313999 | 0:00:03.090999 |\n", "| 13 | 0.1123 | 0:00:02.729001 | 0:00:00.340999 | 0:00:02.729001 |\n", "| 14 | 0.1105 | 0:00:02.899003 | 0:00:00.336997 | 0:00:02.899003 |\n", "| 15 | 0.1123 | 0:00:03.355002 | 0:00:00.358999 | 0:00:03.355002 |\n", "| Average | 0.0993 | 0:00:02.801408 | 0:00:00.323396 | 0:00:01.562402 |\n", "| Std Dev. | 0.0077 | 0.24641228014021108 | 0.029676171450720473 | 1.2513734933449516 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 2\n", "k 3\n", "k 4\n", "k 5\n", "k 6\n", "k 7\n", "k 8\n", "k 9\n", "k 10\n", "k 11\n", "k 12\n", "k 13\n", "k 14\n", "k 15\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4}\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9509 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.9576 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.9531 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.9598 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.9688 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9576 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.9554 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9531 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9554 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9487 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9487 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9464 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.9397 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.9375 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.9397 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.9515 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0081 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7346 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.8304 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.8399 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.8534 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.8953 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9212 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.8604 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9182 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9187 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9094 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9094 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9089 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.7321 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.7316 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.7344 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.8465 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0739 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9509 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.9576 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.9531 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.9598 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.9688 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9576 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.9554 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9531 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9554 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9487 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9487 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9464 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.9397 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.9375 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.9397 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.9515 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0081 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.7851 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.797 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.7626 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.7896 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.8556 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.8099 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.7917 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.7834 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.8016 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.7746 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.7746 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.7564 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.6811 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.6525 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.6608 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.7651 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0551 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9509 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.9576 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.9531 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.9598 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.9688 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9576 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.9554 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9531 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9554 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9487 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9487 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9464 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.9397 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.9375 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.9397 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.9515 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0081 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 1 | 0.739 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.8123 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.7968 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.8188 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.8685 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.8231 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.7975 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.7933 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.8177 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.7845 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.7845 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.7561 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.7018 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.6803 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.6858 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.7773 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0526 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9509 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.9576 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.9531 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.9598 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.9688 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9576 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.9554 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9531 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9554 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9487 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9487 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9464 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.9397 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.9375 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.9397 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.9515 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0081 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.9693 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.9735 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.9707 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.9749 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.9805 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9735 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.9721 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9707 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9721 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9679 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9679 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9665 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.9623 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.9609 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.9623 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.9697 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0051 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 1 | 0.914 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.9255 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.9178 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.9293 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.9447 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.9255 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.9216 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.9178 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.9216 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.9102 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.9102 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.9064 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.8952 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.8914 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.8952 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.9151 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0138 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 1 | 0.1272 | 0:00:02.190997 | 0:00:00.261000 | 0:00:02.190997 |\n", "| 2 | 0.1161 | 0:00:02.130002 | 0:00:00.271998 | 0:00:02.130002 |\n", "| 3 | 0.1228 | 0:00:02.322001 | 0:00:00.247998 | 0:00:02.322001 |\n", "| 4 | 0.1071 | 0:00:02.418002 | 0:00:00.264999 | 0:00:02.418002 |\n", "| 5 | 0.0781 | 0:00:02.135000 | 0:00:00.275999 | 0:00:02.135000 |\n", "| 6 | 0.0893 | 0:00:02.203999 | 0:00:00.344006 | 0:00:02.203999 |\n", "| 7 | 0.1049 | 0:00:02.363997 | 0:00:00.270999 | 0:00:02.363997 |\n", "| 8 | 0.1004 | 0:00:02.262001 | 0:00:00.360998 | 0:00:02.262001 |\n", "| 9 | 0.0915 | 0:00:02.277001 | 0:00:00.296000 | 0:00:02.277001 |\n", "| 10 | 0.1049 | 0:00:02.529002 | 0:00:00.301998 | 0:00:02.529002 |\n", "| 11 | 0.1049 | 0:00:02.261000 | 0:00:00.275999 | 0:00:02.261000 |\n", "| 12 | 0.1138 | 0:00:02.410002 | 0:00:00.263000 | 0:00:02.410002 |\n", "| 13 | 0.1429 | 0:00:02.335000 | 0:00:00.300002 | 0:00:02.335000 |\n", "| 14 | 0.1496 | 0:00:02.665998 | 0:00:00.285000 | 0:00:02.665998 |\n", "| 15 | 0.1473 | 0:00:02.444000 | 0:00:00.286001 | 0:00:02.444000 |\n", "| Average | 0.1134 | 0:00:02.329867 | 0:00:00.287066 | 0:00:01.308467 |\n", "| Std Dev. | 0.0206 | 0.14289805893746102 | 0.029648719495635266 | 1.026600107918841 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9537 | 0.0042 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.9581 | 0.004 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.9583 | 0.004 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.9592 | 0.0033 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.9607 | 0.0062 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.9577 | 0.0049 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.9568 | 0.0046 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.957 | 0.0048 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.9575 | 0.0038 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.9559 | 0.006 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9566 | 0.0062 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9561 | 0.0068 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.9548 | 0.0089 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.954 | 0.0094 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.9541 | 0.0086 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.9567 | 0.0057 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.002 | 0.0019 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7814 | 0.0377 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.8224 | 0.0235 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.8365 | 0.0293 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.8406 | 0.0311 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.8507 | 0.0365 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.8471 | 0.0535 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.853 | 0.0323 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.8751 | 0.0407 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.8748 | 0.0387 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.8772 | 0.0445 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9038 | 0.0289 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9074 | 0.0311 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.8536 | 0.0888 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.8522 | 0.0861 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.8532 | 0.0875 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.8553 | 0.046 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.03 | 0.0219 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9537 | 0.0042 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.9581 | 0.004 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.9583 | 0.004 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.9592 | 0.0033 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.9607 | 0.0062 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.9577 | 0.0049 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.9568 | 0.0046 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.957 | 0.0048 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.9575 | 0.0038 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.9559 | 0.006 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9566 | 0.0062 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9561 | 0.0068 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.9548 | 0.0089 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.954 | 0.0094 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.9541 | 0.0086 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.9567 | 0.0057 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.002 | 0.0019 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7071 | 0.0441 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.7339 | 0.0363 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.7117 | 0.0381 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.7006 | 0.0533 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.7 | 0.0863 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.684 | 0.072 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.66 | 0.0664 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.6546 | 0.0657 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.6558 | 0.0748 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.6487 | 0.0638 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.6489 | 0.0637 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.6426 | 0.058 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.6217 | 0.0347 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.6106 | 0.0262 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.614 | 0.0278 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.6663 | 0.0541 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.0367 | 0.0179 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9537 | 0.0042 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.9581 | 0.004 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.9583 | 0.004 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.9592 | 0.0033 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.9607 | 0.0062 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.9577 | 0.0049 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.9568 | 0.0046 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.957 | 0.0048 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.9575 | 0.0038 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.9559 | 0.006 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9566 | 0.0062 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9561 | 0.0068 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.9548 | 0.0089 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.954 | 0.0094 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.9541 | 0.0086 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.9567 | 0.0057 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.002 | 0.0019 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 1 | 0.7276 | 0.0229 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.7681 | 0.0268 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.7566 | 0.0363 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.7486 | 0.0414 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.744 | 0.0737 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.7259 | 0.0593 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.7129 | 0.0476 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.7093 | 0.0455 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.712 | 0.0556 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.7049 | 0.0427 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.7098 | 0.0424 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.7025 | 0.034 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.6839 | 0.03 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.6743 | 0.0245 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.6776 | 0.026 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.7172 | 0.0406 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.0272 | 0.0139 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9537 | 0.0042 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.9581 | 0.004 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.9583 | 0.004 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.9592 | 0.0033 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.9607 | 0.0062 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.9577 | 0.0049 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.9568 | 0.0046 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.957 | 0.0048 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.9575 | 0.0038 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.9559 | 0.006 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9566 | 0.0062 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9561 | 0.0068 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.9548 | 0.0089 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.954 | 0.0094 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.9541 | 0.0086 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.9567 | 0.0057 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.002 | 0.0019 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.971 | 0.0026 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.9738 | 0.0025 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.974 | 0.0025 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.9745 | 0.0021 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.9755 | 0.0039 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.9736 | 0.003 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.973 | 0.0029 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.9731 | 0.003 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.9735 | 0.0024 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.9724 | 0.0038 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9729 | 0.0039 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9726 | 0.0043 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.9717 | 0.0056 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.9712 | 0.0059 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.9713 | 0.0054 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.9729 | 0.0036 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.0012 | 0.0012 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.9188 | 0.0071 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.9264 | 0.0068 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.9268 | 0.0069 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.9282 | 0.0057 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.9309 | 0.0107 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.9257 | 0.0084 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.9242 | 0.0078 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.9244 | 0.0082 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.9254 | 0.0066 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.9226 | 0.0103 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.9238 | 0.0107 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.9229 | 0.0117 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.9207 | 0.0152 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.9193 | 0.0159 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.9195 | 0.0146 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.924 | 0.0098 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.0033 | 0.0032 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 15\n", "1 15\n", "2 15\n", "3 15\n", "4 15\n", "5 15\n", "6 15\n", "7 15\n", "8 15\n", "9 15\n", "10 15\n", "11 15\n", "12 15\n", "13 15\n", "14 15\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 1 | 0.115 | 0.0169 | 0:00:04.581312 | 0:00:00.410401 | 0:00:04.991712 |\n", "| 2 | 0.1054 | 0.0121 | 0:00:04.749000 | 0:00:00.444200 | 0:00:05.193199 |\n", "| 3 | 0.1065 | 0.015 | 0:00:04.987800 | 0:00:00.427201 | 0:00:05.415000 |\n", "| 4 | 0.1029 | 0.0138 | 0:00:04.898406 | 0:00:00.420923 | 0:00:05.319329 |\n", "| 5 | 0.0974 | 0.0186 | 0:00:05.117160 | 0:00:00.482200 | 0:00:05.599360 |\n", "| 6 | 0.1007 | 0.0169 | 0:00:05.394212 | 0:00:00.562292 | 0:00:05.956504 |\n", "| 7 | 0.1046 | 0.0153 | 0:00:05.934867 | 0:00:00.497000 | 0:00:06.431866 |\n", "| 8 | 0.1027 | 0.0138 | 0:00:05.796437 | 0:00:00.492600 | 0:00:06.289038 |\n", "| 9 | 0.1014 | 0.0133 | 0:00:05.563551 | 0:00:00.476601 | 0:00:06.040151 |\n", "| 10 | 0.1043 | 0.0139 | 0:00:05.311000 | 0:00:00.473799 | 0:00:05.784800 |\n", "| 11 | 0.1025 | 0.0124 | 0:00:05.384999 | 0:00:00.462400 | 0:00:05.847400 |\n", "| 12 | 0.1047 | 0.013 | 0:00:05.646801 | 0:00:00.482999 | 0:00:06.129800 |\n", "| 13 | 0.1115 | 0.0202 | 0:00:05.486584 | 0:00:00.506200 | 0:00:05.992784 |\n", "| 14 | 0.1144 | 0.021 | 0:00:05.269600 | 0:00:00.444399 | 0:00:05.713999 |\n", "| 15 | 0.1138 | 0.021 | 0:00:05.256000 | 0:00:00.457400 | 0:00:05.713400 |\n", "| Average | 0.1059 | 0.0158 | 0:00:05.291849 | 0:00:00.469374 | 0:00:05.761223 |\n", "| Std Dev. | 0.0052 | 0.003 | 0.3655521451 | 0.037209257 | 0.3917816304 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n" ] } ], "source": [ "# importing all the required modules\n", "\n", "from importlib import reload\n", "import nltk\n", "from bs4 import BeautifulSoup\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer,CountVectorizer\n", "import os,sys\n", "import errno\n", "import string\n", "from nltk.corpus import reuters \n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.corpus import stopwords\n", "from nltk import FreqDist\n", "from nltk.text import TextCollection\n", "import collections\n", "import numpy as npc\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from prettytable import PrettyTable\n", "import time\n", "from datetime import timedelta\n", "from sklearn.metrics import recall_score,precision_score,average_precision_score,f1_score,accuracy_score,roc_auc_score,mean_absolute_error\n", "from sklearn.preprocessing import label_binarize,LabelEncoder\n", "from imblearn.metrics import geometric_mean_score\n", "from sklearn import metrics\n", "from sklearn.metrics.cluster import homogeneity_score,completeness_score\n", "import statistics\n", "import math\n", "import sklearn.metrics \n", "from sklearn.model_selection import KFold\n", "import csv\n", "from sklearn.model_selection import train_test_split\n", "from collections import Counter\n", "import math\n", "from scipy.spatial import distance\n", "import statistics\n", "from scipy.stats import pearsonr,entropy,mode,hmean\n", "from scipy.io import arff\n", "from sklearn.metrics import pairwise_distances\n", "import pandas as pd\n", "from sklearn.datasets import fetch_20newsgroups\n", "from sklearn.ensemble import RandomForestClassifier\n", "nltk.download('reuters')\n", "nltk.download('stopwords')\n", "nltk.download('punkt')\n", "nltk.download('wordnet')\n", "from sklearn.neighbors import NearestNeighbors\n", "from sklearn.neighbors import NearestCentroid\n", "import csv\n", "from sklearn import svm\n", "import warnings\n", "import random\n", "from statistics import mode\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn import preprocessing\n", "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.base import BaseEstimator, ClassifierMixin\n", "import operator\n", "random.seed(0)\n", "warnings.filterwarnings('ignore')\n", "def loadNonIRDatasets(dataset):\n", " documents,labels=[],[]\n", " fname=dataset+'.csv'\n", " with open(fname, 'r') as file:\n", " reader = csv.reader(file, delimiter = ',')\n", " for row in reader:\n", " if len(row)>0:\n", " if '?' in row:\n", " continue\n", " doc=row[0:len(row)-1]\n", " try:\n", " doc=[abs(float(d)) for d in doc]\n", " except:\n", " continue\n", " documents.append(doc)\n", " #print(row)\n", " labels.append(row[len(row)-1])\n", "\n", " return documents,labels\n", "def add_noise(filename, noise_level=0.05):\n", " #The noise schema randomly chose 5% of the samples from each data set and\n", " #replaced their values of each attribute with values sampled uniformly at random from a range \n", " #between the minimum and maximum values of the corresponding attribute.\n", " #fname=dataset+'.csv'\n", " df = pd.read_csv(filename+'.csv')\n", " # Get the list of numeric columns\n", " numeric_columns = df.select_dtypes(include=['float64']).columns\n", " \n", " # Iterate over numeric columns\n", " for col in numeric_columns:\n", " # Calculate the number of samples to add noise to\n", " num_samples = int(len(df) * noise_level)\n", " \n", " # Select random samples\n", " random_samples = np.random.choice(df.index, size=num_samples, replace=False)\n", " \n", " # Generate noise values within the range of each attribute\n", " min_val = df[col].min()\n", " max_val = df[col].max()\n", " noise_values = np.random.uniform(min_val, max_val, size=num_samples)\n", " \n", " # Replace values with noise in the selected samples\n", " df.loc[random_samples, col] = noise_values\n", "\n", " noisy_filename= filename +'-an-nn.csv'\n", " df.to_csv(noisy_filename, index=False)\n", "\n", "\n", "def Euclidean(a, b):#distance\n", " return distance.euclidean(a,b)\n", "\n", "def PrintDetails(metric=\"smtp\",measure= \"Accuracy\",Arr=None,kList=list(range(1,16)),train_time=0,test_time=0,std=[]):\n", " x = PrettyTable()\n", " #kList=[1,3,5,9,15,30,45]#,70,90,120]\n", " if std==[]:\n", " x.field_names = [\"k\",measure,\"Train Time\",\"Test time\",\"Total Time\"]\n", " else:\n", " x.field_names = [\"k\",measure,\"std\",\"Train Time\",\"Test time\",\"Total Time\"]\n", " \n", " print(\"metric\",metric)\n", " print(\"measure\",measure)\n", " tables.write((\"metric\\t\"+str(metric)+\"\\n\").encode())\n", " tables.write((\"measure\\t\"+str(measure)+\"\\n\").encode())\n", " average=0\n", " total_time=train_time+test_time\n", " for i in range(0,len(Arr)):\n", " print(i,len(Arr))\n", " tr_time=str(timedelta(seconds=(train_time[i])))\n", " ts_time=str(timedelta(seconds=(test_time[i])))\n", " \n", " tot_time=str(timedelta(seconds=(total_time[i])))\n", " if std==[]:\n", " x.add_row([str(kList[i]),round(Arr[i],4),tr_time,ts_time,tot_time]) \n", " else:\n", " x.add_row([str(kList[i]),round(Arr[i],4),round(std[i],4),tr_time,ts_time,tot_time]) \n", " \n", " average+=Arr[i]\n", " if std==[]:\n", " x.add_row([\"Average\",round((average/len(Arr)),4),str(timedelta(seconds=np.mean(train_time))),\n", " str(timedelta(seconds=np.mean(test_time))),str(timedelta(seconds=np.mean(total_time)))]) \n", " x.add_row([\"Std Dev.\",round(np.std(Arr),4),np.std(train_time),\n", " np.std(test_time),np.std(total_time)]) \n", " else:\n", " x.add_row([\"Average\",round((average/len(Arr)),4),round(np.mean(std),4),str(timedelta(seconds=np.mean(train_time))),\n", " str(timedelta(seconds=np.mean(test_time))),str(timedelta(seconds=np.mean(total_time)))]) \n", " x.add_row([\"Std Dev.\",round(np.std(Arr),4),round(np.std(std),4),\n", " round(np.std(train_time),10),\n", " round(np.std(test_time),10),\n", " round(np.std(total_time),10)])\n", " \n", " x.padding_width =1\n", " tables.write(str(x).encode())\n", " print(x)\n", " \n", "\n", "def classify(k=3,metric=\"euclidean\",termOccurance=None, docOccurance=None):\n", " accuracy=[]\n", " precision=[]\n", " Recall=[]\n", " fMeasure=[]\n", " mprecision=[]\n", " mRecall=[]\n", " mfMeasure=[]\n", " roc=[]\n", " y_pred=[]\n", " mae=[]\n", " averageMeanPrecison=[]\n", " kList=list(range(1,16))\n", " func=globals()[metric]\n", " train_time=[]\n", " test_time=[]\n", " class_dist=[]\n", " label_dist=[]\n", " classes=list(set(train_labels))\n", " p=1\n", " clss=list(classes)\n", " for c in range(0,len(classes)):\n", " ind=[i for i in range(0,len(train_labels)) if classes[c]==train_labels[i]]\n", " class_dist.append(train_data[ind,:])\n", " label_dist.append([train_labels[i] for i in ind])\n", " \n", " \n", " for k in kList:\n", " time1=time.time()\n", " pred=[]\n", " print(\"k\",k)\n", " distances,neighs=[],[]\n", " for c in range(0,len(classes)):\n", " if len(class_dist[c])0:\n", " r_mean=np.nanmean(neigh_vals,axis=0)\n", " m1=np.nanmin(dist)\n", " m2=func(test_data[t,:],r_mean)\n", " m3=np.nanmean(dist)\n", " membership.append((m1+m2+m3)/3)\n", " \n", " else:\n", " membership.append(0) \n", " \n", " membership = np.array(membership)\n", " membership = membership/np.sum(membership)\n", " maxInd=np.argmax(membership)\n", " pred.append(clss[maxInd]) \n", " y_pred.append(pred) \n", " time3=time.time()\n", " train_time.append(time2-time1)\n", " test_time.append(time3-time2)\n", " \n", " classes=list(set(labels))\n", " class_dict={}\n", " for i in range(0,len(classes)):\n", " class_dict[classes[i]]=i\n", " print(class_dict)\n", " num_testLabels=[]\n", " for i in range(0,len(test_labels)):\n", " num_testLabels.append(class_dict[test_labels[i]])\n", " \n", " for i in range(0,len(y_pred)):\n", " test_labels1=list(test_labels)\n", "\n", " #Accuracy\n", " \n", " accuracy.append(accuracy_score(test_labels, y_pred[i]))\n", " \n", " #Precison\n", " precision.append(precision_score(test_labels, y_pred[i],average='macro'))\n", " \n", " #Recall\n", " Recall.append(recall_score(test_labels, y_pred[i],average='macro'))\n", " \n", " #f measure\n", " fMeasure.append(f1_score(test_labels, y_pred[i],average='macro'))\n", " \n", " #Precison\n", " mprecision.append(precision_score(test_labels, y_pred[i],average='micro'))\n", " \n", " #Recall\n", " mRecall.append(recall_score(test_labels, y_pred[i],average='micro'))\n", " \n", " #f measure\n", " mfMeasure.append(f1_score(test_labels, y_pred[i],average='micro'))\n", " \n", " test = label_binarize(test_labels1, classes=categories).reshape((-1))\n", " pred = label_binarize( y_pred[i], classes=categories).reshape((-1))\n", " \n", " #roc\n", " try:\n", " roc.append(roc_auc_score(test,pred))\n", " except:\n", " roc.append(-1)\n", " #Average Mean Precision\n", " #y_val_true, val_pred = y_val_true.reshape((-1)), val_pred.reshape((-1))\n", " averageMeanPrecison.append(average_precision_score(test, pred))\n", " #MAE\n", " num_pred=[]\n", " for j in range(0,len(y_pred[i])):\n", " num_pred.append(class_dict[y_pred[i][j]])\n", " mae.append(mean_absolute_error(num_testLabels, num_pred))\n", " \n", " #PrintDetails(metric=metric,time=str(timedelta(seconds=(time2-time1))),measure=\"Average Mean Precison\",Arr=averageMeanPrecison)\n", "\n", " #Accuracy\n", " PrintDetails(metric=metric,measure=\"Accuracy\",Arr=accuracy,train_time=train_time,test_time=test_time)\n", " \n", " #Precison\n", " PrintDetails(metric=metric,measure=\"Precision\",Arr=precision,train_time=train_time,test_time=test_time)\n", " #Precison\n", " PrintDetails(metric=metric,measure=\"micro Precision\",Arr=mprecision,train_time=train_time,test_time=test_time)\n", " #Recall\n", " PrintDetails(metric=metric,measure=\"Recall\",Arr=Recall,train_time=train_time,test_time=test_time)\n", " #Recall\n", " PrintDetails(metric=metric,measure=\"micro Recall\",Arr=mRecall,train_time=train_time,test_time=test_time)\n", " #f measure\n", " PrintDetails(metric=metric,measure=\"F Measure\",Arr=fMeasure,train_time=train_time,test_time=test_time)\n", " \n", " #f measure\n", " PrintDetails(metric=metric,measure=\"micro F Measure\",Arr=mfMeasure,train_time=train_time,test_time=test_time)\n", " \n", " #roc\n", " PrintDetails(metric=metric,measure=\"ROC\",Arr=roc,train_time=train_time,test_time=test_time)\n", " #Average Mean Precision\n", " PrintDetails(metric=metric,measure=\"Average Mean Precison\",Arr=averageMeanPrecison,train_time=train_time,test_time=test_time)\n", " #MAE\n", " PrintDetails(metric=metric,measure=\"MAE\",Arr=mae,train_time=train_time,test_time=test_time)\n", " \n", " \n", " accuracy_avg.append(accuracy)\n", " precision_avg.append(precision)\n", " recall_avg.append(Recall)\n", " macroFMeasure_avg.append(fMeasure)\n", " mprecision_avg.append(mprecision)\n", " mrecall_avg.append(mRecall)\n", " mFMeasure_avg.append(mfMeasure)\n", " roc_avg.append(roc)\n", " AMP_avg.append(averageMeanPrecison)\n", " mae_avg.append(mae)\n", " avg_test_time.append(test_time)\n", " avg_train_time.append(train_time)\n", " \n", "import glob\n", "datasets=[]\n", "for file_name in glob.glob(\"Noisy Dataets\\\\\"+'*.csv'):\n", " file=os.path.split(file_name)[1]\n", " datasets.append(os.path.splitext(file)[0])\n", "\n", " \n", "for dataset in datasets:\n", " fname=\"Noisy Dataets\\\\\"+dataset\n", " print(fname.encode())\n", " arr,labels=loadNonIRDatasets(fname)\n", " print(len(arr))\n", " arr=np.array(arr)\n", " labels=np.array(labels)\n", " labels=list(labels)\n", " le = LabelEncoder()\n", " labels=le.fit_transform(labels)\n", "\n", " classes=categories=list(set(labels))\n", " measures=[\"Euclidean\"]\n", " global w\n", " w=0\n", " global Weights\n", " print(\"arr\",arr.shape)\n", " for met in measures:\n", " n_split=1\n", " labels=np.array(labels)\n", " path = \"LMAL-FkNN\\\\Noisy 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", " k_splits=5\n", " accuracy_avg=[]\n", " precision_avg=[]\n", " recall_avg=[]\n", " macroFMeasure_avg=[]\n", " mprecision_avg=[]\n", " mrecall_avg=[]\n", " mFMeasure_avg=[]\n", " roc_avg=[]\n", " AMP_avg=[]\n", " mae_avg=[]\n", " avg_test_time=[]\n", " avg_train_time=[]\n", " split_list=[]\n", " X = arr.copy()\n", " y = labels.copy()\n", " for i in range(0,5):\n", " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", " split_list.append([X_train, X_test, y_train, y_test])\n", " X = X_train.copy()\n", " y = y_train.copy()\n", " for i in range(0,5):\n", " xTrain, xTest = split_list[i][0],split_list[i][1]\n", " yTrain, yTest = split_list[i][2],split_list[i][3]\n", " train_data=np.array(xTrain)\n", " test_data=np.array(xTest)\n", " train_labels=np.array(yTrain)\n", " test_labels=np.array(yTest)\n", " allData=arr\n", " termOcc=[]\n", " docOcc=[]\n", " tables.write(\"\\n*************\".encode())\n", " tables.write((\" Split\\t\"+str(n_split)).encode())\n", " tables.write(\" ***********\\n\".encode())\n", " n_split=n_split+1\n", " k=1\n", " print(\"###############\")\n", " Weights=np.ones(train_data.shape[0])\n", " classify(k=k,metric=met,termOccurance=termOcc,docOccurance=docOcc)\n", " list1=list(range(1,16))\n", " tables.write(\"\\n************* Average Results ***********\\n\".encode())\n", " acc_std=np.std(np.array(accuracy_avg),axis=0)\n", " accuracy_avg=np.mean(np.array(accuracy_avg),axis=0)\n", " \n", " pr_std=np.std(np.array(precision_avg),axis=0)\n", " precision_avg=np.mean(np.array(precision_avg),axis=0)\n", " \n", " mpr_std=np.std(np.array(mprecision_avg),axis=0)\n", " mprecision_avg=np.mean(np.array(mprecision_avg),axis=0)\n", " \n", " rcl_std=np.std(np.array(recall_avg),axis=0)\n", " recall_avg=np.mean(np.array(recall_avg),axis=0)\n", " \n", " mrcl_std=np.std(np.array(mrecall_avg),axis=0)\n", " mrecall_avg=np.mean(np.array(mrecall_avg),axis=0)\n", " \n", " F_std=np.std(np.array(macroFMeasure_avg),axis=0)\n", " macroFMeasure_avg=np.mean(np.array(macroFMeasure_avg),axis=0)\n", " \n", " mF_std=np.std(np.array(mFMeasure_avg),axis=0)\n", " mFMeasure_avg=np.mean(np.array(mFMeasure_avg),axis=0)\n", " \n", " roc_std=np.std(np.array(roc_avg),axis=0)\n", " roc_avg=np.mean(np.array(roc_avg),axis=0)\n", " \n", " amp_std=np.std(np.array(AMP_avg),axis=0)\n", " AMP_avg=np.mean(np.array(AMP_avg),axis=0)\n", " \n", " mae_std=np.std(np.array(mae_avg),axis=0)\n", " mae_avg=np.mean(np.array(mae_avg),axis=0)\n", " \n", " avg_train_time=np.mean(np.array(avg_train_time),axis=0)\n", " avg_test_time=np.mean(np.array(avg_test_time),axis=0)\n", " #Accuracy\n", " PrintDetails(metric=met,measure=\"Accuracy\",Arr=accuracy_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=acc_std)\n", " \n", " #Precision\n", " PrintDetails(metric=met,measure=\"Precision\",Arr=precision_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=pr_std)\n", " \n", " #Precision\n", " PrintDetails(metric=met,measure=\"Micro Precision\",Arr=mprecision_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mpr_std)\n", "\n", "\n", " #Recall\n", " PrintDetails(metric=met,measure=\"Recall\",Arr=recall_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=rcl_std)\n", " \n", " #Recall\n", " PrintDetails(metric=met,measure=\"Micro Recall\",Arr=mrecall_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mrcl_std)\n", "\n", "\n", " #f measure\n", " PrintDetails(metric=met,measure=\"F Measure\",Arr=macroFMeasure_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=F_std)\n", " \n", " \n", " \n", " #f measure\n", " PrintDetails(metric=met,measure=\"Micro F Measure\",Arr=mFMeasure_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mF_std)\n", "\n", "\n", " #roc\n", " PrintDetails(metric=met,measure=\"ROC\",Arr=roc_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=roc_std)\n", "\n", " #average Mean precision\n", " PrintDetails(metric=met,measure=\"AMP\",Arr=AMP_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=amp_std)\n", " \n", " #MAE\n", " PrintDetails(metric=met,measure=\"MAE\",Arr=mae_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mae_std)\n", " \n", " tables.close()\n", " print(\"###############\")\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2, 3]\n" ] } ], "source": [ "test=[1,2,3,4]\n", "print(test[0:-1])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from sklearn.metrics import roc_auc_score\n", "y_true = np.array([0, 2, 0, 0, 2, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "y_scores = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "roc_auc_score(y_true, y_scores)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }